{"sample_idx": 0, "generation": "<answer>\n<snippet id=\"S_z9c3Jms,S_hXE5LYe,S_9Mgjk7i\">PPO (Proximal Policy Optimization) is a model-free reinforcement learning algorithm introduced by Schulman et al. in 2017 that uses a clipped surrogate objective to stabilize policy updates</snippet>. <snippet id=\"S_z9c3Jms,S_hXE5LYe\">The core idea involves computing a probability ratio between the new and old policies, then clipping this ratio to a range defined by a hyper-parameter (typically 0.1-0.2) to prevent large deviations</snippet>. <snippet id=\"S_AuYFhyP,S_HkWtygo\">This clipping mechanism ensures the new policy does not deviate significantly from the previous policy, reducing the risk of divergent behavior and improving sample efficiency</snippet>. <snippet id=\"S_AuYFhyP,S_9Mgjk7i\">The training loop involves collecting trajectories from parallel environments, computing advantage estimates, and performing multiple update epochs based on these trajectories</snippet>. <snippet id=\"S_AuYFhyP,S_9Mgjk7i\">An entropy regularization term is included to promote action diversity and ensure sufficient exploration during training</snippet>. <snippet id=\"S_hXE5LYe\">The clipped objective provides a pessimistic bound on the unclipped objective, meaning improvements in the clipped objective correlate with improvements in the overall objective only when the ratio remains within the specified bounds</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_AuYFhyP,S_hXE5LYe,S_z9c3Jms\">Proximal Policy Optimization (PPO) is a model-free reinforcement learning algorithm introduced by Schulman et al. in 2017</snippet>. <snippet id=\"S_z9c3Jms,S_hXE5LYe\">It utilizes a clipped surrogate objective function that constrains the probability ratio between the new and old policies within a range typically set to 1 ± ε</snippet>. <snippet id=\"S_z9c3Jms,S_hXE5LYe\">This objective takes the minimum of clipped and unclipped estimates, providing a lower bound that penalizes significant deviations from 1</snippet>. <snippet id=\"S_YKlYY4b,S_CcbSYTJ,S_9Mgjk7i\">During training, the algorithm collects trajectories, computes advantage estimates (often via Generalized Advantage Estimation), and optimizes the policy with a value network loss and entropy bonus</snippet>. <snippet id=\"S_CcbSYTJ,S_HkWtygo,S_9Mgjk7i\">This allows multiple update epochs per iteration and stabilizes training by preventing excessively large policy updates</snippet>.\n</answer>", "scores": {"format_bonus": 0.7898399079208958, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14491995396044785, "tag_closure_rate": 1.0}}
{"sample_idx": 1, "generation": "<answer>\n<snippet id=\"S_KK5Rnzh,S_yHishm4\">The 2018 Trump tariffs imposed on $283 billion of US imports with rates ranging from 10% to 50% without WTO authorization, creating a \"trade war\" with retaliatory measures from China, the EU, and Canada totaling approximately $121 billion of US exports</snippet>. <snippet id=\"S_I1oE0tb,S_bTYtYjO\">Retaliatory tariffs were politically targeted at areas that supported Trump in the 2016 presidential election, with effects showing distinct anti-incumbent effects and job losses that influenced political dynamics</snippet>. <snippet id=\"S_ned0wFk\">The tariffs were part of a broader populist backlash against globalization, with research indicating trade-related job losses have a distinct anti-incumbent effect while trade integration may increase perceived insecurity</snippet>. <snippet id=\"S_ZSDo4iu\">The US shift towards protectionism under Trump is likened to late 19th-century mercantilist practices, contrasting with its post-1945 role as a proponent of trade liberalism</snippet>. However, the provided snippets do not contain specific evidence from Fajgelbaum's \"The Return to Protectionism\" regarding aggregate/regional welfare impacts or explicit distributional/regressive incidence on low-income households that the agent was seeking.\n</answer>", "reference": "<answer>\n<snippet id=\"S_KK5Rnzh,S_yHishm4\">The 2018-2019 Trump tariffs imposed $283 billion of US imports with rates from 10% to 50% on various goods, with China facing the most substantial tariffs totaling 25% on $50 billion of imports</snippet>, and <snippet id=\"S_yHishm4\">retaliatory measures from trading partners including China, the European Union, and Canada targeted approximately $121 billion of US exports averaging 16%</snippet>. <snippet id=\"S_ned0wFk,S_I1oE0tb\">The tariffs were implemented amid a populist backlash against globalization, with retaliatory tariffs focusing on regions that supported Trump in the 2016 election rather than those backing other Republican candidates</snippet>. However, <snippet id=\"S_KK5Rnzh,S_yHishm4\">none of the provided snippets contain results from Fajgelbaum et al.'s \"The Return to Protectionism\" paper specifically examining welfare effects, regressivity, or distributional incidence on low-income households</snippet>. <snippet id=\"S_ned0wFk,S_I1oE0tb\">The available evidence indicates that while tariffs may benefit specific industries, they are generally detrimental to both trading partners and the imposing country</snippet>. The search results do not contain the specific Fajgelbaum findings on how Trump tariffs affected working-class households or whether impacts were regressive as the agent requested.\n</answer>", "scores": {"format_bonus": 0.8992623328722914, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1996311664361457, "tag_closure_rate": 1.0}}
{"sample_idx": 2, "generation": "<answer>\n<snippet id=\"S_vOhHdDS\">ZeRO-DP has three main optimization stages: Optimizer State Partitioning (P_os) provides 4x memory reduction with same communication volume as DP, Gradient Partitioning (P_os+g) provides 8x memory reduction with same communication volume as DP, and Parameter Partitioning (P_os+g+p) provides linear memory reduction with DP degree N_d, yielding 64x memory reduction across 64 GPUs with a modest 50% increase in communication volume</snippet>. <snippet id=\"S_lxTe76D\">ZeRO conducts an all-gather operation to collect parameters during forward pass and reduce-scatter to aggregate gradients during backward pass, with a total communication volume of 3 across 2 all-gather and 1 reduce-scatter operations</snippet>. <snippet id=\"S_lxTe76D\">ZeRO++ introduces three communication optimizations: Quantized Weight Communication (qwZ) reduces parameter communication volume by half through quantization from FP16 to INT8, Hierarchical Weight Partition (hpZ) trades GPU memory for communication by maintaining full model copies within each machine to replace cross-machine all-gather with intra-machine all-gather, and Quantized Gradient Communication (qgZ) reduces gradient communication costs</snippet>. <snippet id=\"S_BWVyprV\">ZeRO stages correspond to sharding optimizer state, gradients, and model parameters across data parallel ranks, with additional tunable optimizations including out-of-core management of shards using host memory for swapping</snippet>. <snippet id=\"S_8LxwBrh\">ZeRO enables partitioning of parameters, gradients, and optimizer states across multiple GPUs, leading to noticeable memory reduction when training large models, with flexibility to offload components during training based on ZeRO offloading levels</snippet>. <snippet id=\"S_LvWi5qs\">ZeRO divides model parameters, gradients, and optimizer states into multiple parts with each GPU maintaining only a portion during training and obtaining the rest through AllGather operations</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_vOhHdDS>ZeRO-DP employs three optimization stages that partition optimizer states, gradients, and parameters, offering 4x and 8x memory reductions for the first two stages and linear memory reduction for parameter sharding at the cost of a 50% communication volume increase.</snippet> <snippet id=S_lxTe76D>ZeRO communication overhead is characterized by two all-gather operations for parameters and one reduce-scatter for gradients, totaling a volume of 3 model sizes per iteration.</snippet> <snippet id=S_RRxd5ah>However, the latency of collective communication operations demonstrates a positive correlation with the communication scale, which becomes significant when sharding across hundreds of GPUs.</snippet> <snippet id=S_LvWi5qs>For extreme memory scaling, ZeRO-Infinity offloads optimizer states and activations to CPU or NVMe memory to enable training of models with trillions of parameters.</snippet>\n</answer>", "scores": {"format_bonus": 0.790590872929775, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14529543646488755, "tag_closure_rate": 1.0}}
{"sample_idx": 3, "generation": "<answer>\n<snippet id=\"S_f8dkLgt\">Single-cell transcriptomic analysis of human stem cell-derived oligodendrocyte lineage cells (hOLLCs) uncovers substantial transcriptional heterogeneity of PDGFRα-lineage hOLLCs, including sub-populations of human oligodendrocyte progenitor cells (hOPCs) with potential cytokine-responsive subsets</snippet>. <snippet id=\"S_4EQbvky\">Single-cell RNA sequencing of iPSC-derived oligodendrocyte progenitor cells revealed heterogeneity among these cells, particularly in their expression of cell-surface markers EGFR and PDGFRA, with four distinct immunophenotypic populations identified</snippet>. <snippet id=\"S_X78NGqm\">While bulk RNA-seq reveals differences between OPCs from the spinal cord and brain, single-cell RNA-seq indicates that OPCs are transcriptionally similar across these regions at postnatal day 7, suggesting that bulk analysis may mask underlying diversity</snippet>. <snippet id=\"S_0B4X0t7\">Single-cell RNA sequencing on 2,496 Pdgfra+/GFP cells from embryonic day 13.5 and postnatal day 7 revealed a clear temporal segregation between E13.5 and P7 cells, with subsets of P7 brain and spinal cord cells found to intermingle, indicating close transcriptional similarities</snippet>. <snippet id=\"S_UNKcnGN\">In human three-dimensional neural cultures, deep single-cell RNA sequencing identified distinct populations including proliferating cells, OPCs, newly formed oligodendrocytes (NFOs), and myelinating oligodendrocytes, with Monocle analysis indicating a developmental progression among oligodendrocyte-lineage cells highlighting heterogeneity of these cells</snippet>. <snippet id=\"S_RRYHqbB\">At P5, 81% of Olig1-positive cells expressed Pdgfra, a marker of immature oligodendrocyte progenitor cells, with Pdgfra-positive cells enriched for chondroitin sulfate proteoglycan 5 (Cspg5) and matrix metalloproteinase 15 (Mmp15)</snippet>. <snippet id=\"S_4EQbvky\">Pseudotime analysis indicated a maturation trajectory from pre-OPCs to mature oligodendrocytes, with the THY1 hi EGFR + PDGFRA + group being enriched for actively cycling cells, suggesting they are a transit-amplifying population</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_f8dkLgt\">Studies utilizing single-cell transcriptomics have identified substantial transcriptional heterogeneity within human iPSC-derived oligodendrocyte lineage cells (hOLLCs), discovering sub-populations such as a potential cytokine-responsive hOPC subset</snippet>. <snippet id=\"S_4EQbvky\">Specifically, single-cell RNA sequencing of iPSC-derived OPCs revealed heterogeneity in cell-surface marker expression, categorizing cells into four distinct immunophenotypic populations including putative pre-OPCs and mature oligodendrocytes based on EGFR and PDGFRA levels</snippet>. <snippet id=\"S_UNKcnGN\">Deep single-cell sequencing of 3D hiPSC-derived neural cultures further distinguished heterogeneity within the oligodendrocyte cluster, separating proliferating cells, OPCs, newly formed oligodendrocytes, and myelinating oligodendrocytes</snippet>. <snippet id=\"S_X78NGqm\">Investigations employing both bulk and single-cell RNA sequencing on iPSC-derived OPCs suggest that bulk analysis may mask underlying diversity and intrinsic epigenetic differences between developmental cohorts</snippet>.\n</answer>", "scores": {"format_bonus": 0.8453616477726329, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.17268082388631645, "tag_closure_rate": 1.0}}
{"sample_idx": 4, "generation": "<answer>\n<snippet id=\"S_tDo09SB,S_TA2bEqI\">RNA interference (RNAi) is a biotechnological method used to control insect pests by downregulating specific genes, but its effectiveness in cotton boll weevil (Anthonomus grandis) is hindered by barriers including dsRNA delivery, cellular uptake, and degradation by gut nucleases</snippet>. <snippet id=\"S_tDo09SB\">Three nucleases in A. grandis transcriptome—AgraNuc1, AgraNuc2, and AgraNuc3—are linked to the inefficiency of RNAi through dsRNA feeding, with midgut nucleases being a major barrier to dsRNA delivery</snippet>. <snippet id=\"S_UDpXMMR\">Transcriptome analysis identified contigs related to RNAi mechanisms including conserved PAZ Domains and two SID-like contigs, with microinjection of dsRNA targeting chitin synthase 1 resulting in unviable eggs and malformed larvae</snippet>. <snippet id=\"S_fXsP2MN\">However, attempts to apply RNAi against the cotton boll weevil have not yielded similar results to other coleopteran pests, with further development and extensive field testing necessary to fully assess the effectiveness and viability of RNAi technology in agriculture</snippet>. <snippet id=\"S_6Sv0Jhf\">Transgenic cotton expressing Cry1Ia12 toxin has been shown to confer resistance to both Fall Armyworm and Cotton Boll Weevil, though this refers to Bt-based transgenic cotton rather than RNAi-based approaches</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_UDpXMMR,S_UuTpyH6>RNA interference (RNAi) is a promising biotechnological approach for the cotton boll weevil, with research identifying targets like vitellogenin and chitin synthase genes for silencing</snippet>. <snippet id=S_UDpXMMR,S_UuTpyH6>Microinjection of dsRNA targeting chitin synthase 1 produced unviable eggs and malformed larvae, while vitellogenin knockdown significantly affected egg viability without altering egg laying numbers</snippet>. <snippet id=S_tDo09SB,S_TA2bEqI>However, effective oral delivery of dsRNA via transgenic plants is limited by gut nucleases (AgraNuc1, AgraNuc2, AgraNuc3) that degrade the RNA in the posterior midgut</snippet>. <snippet id=S_tDo09SB,S_fXsP2MN>While silencing these nucleases can enhance gene silencing efficiency against targets like chitin synthase II, attempts to apply RNAi against the boll weevil have not yielded results comparable to other coleopteran pests</snippet>. <snippet id=S_fXsP2MN>Although transgenic cotton plants expressing dsRNA are being developed, extensive field testing remains necessary to validate efficacy in agriculture</snippet>.\n</answer>", "scores": {"format_bonus": 0.8666710474438165, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.18333552372190826, "tag_closure_rate": 1.0}}
{"sample_idx": 5, "generation": "<answer>\n<snippet id=\"S_hTyNcJU\">The plume from the Kuwait oil fires following the 1991 Gulf War exhibited a low single scattering albedo of 0.66 at 538 nm</snippet>, with <snippet id=\"S_OLKZZOQ\">a net heating rate of up to 3.9 K/h at 1 h and 2.3 K/h at 3 h plume age</snippet> indicating significant aerosol radiative forcing effects. <snippet id=\"S_vOW7FR3\">Dilution in the lower part of the plume was inhibited compared to t−1 dilution, with uncertainties in coagulation rate causing 20-40% uncertainty in radiative forcing</snippet>, while <snippet id=\"S_kBPPpCP\">the shift from external to internal mixture causes a factor of 6.6-9.7 change in solar radiative forcing</snippet>. <snippet id=\"S_vaq6doy\">Black and organic carbon constituted 5-10% of total particle mass</snippet>, and <snippet id=\"S_0LL30pj\">combustion and downstream activities were determined to be the major source of substantially increased airborne particulate matter levels</snippet>. <snippet id=\"S_dFPlFos\">During the 2003 dust storm, shortwave heating rates peaked at 2 K day−1 between 3 and 5 km</snippet>, though specific boundary-layer wind speed data from the 1991 Kuwait fires is not directly provided in these snippets.\n</answer>", "reference": "<answer>\nThe 1991 Kuwait oil fires produced significant aerosol radiative forcing with net heating rates up to 3.9 K/h at 1 hour plume age, causing temperature differences of up to 6 K at 250-400 hPa and cooling of up to -3 K at 850 hPa <snippet id=S_OLKZZOQ>. These aerosol effects substantially modified energy fluxes, cloud lifetimes, and temperature/precipitation patterns in the regional climate <snippet id=S_vaq6doy>. Surface cooling of -175 Wm-2 was recorded during related dust events in Kuwait with aerosol optical thickness reaching 3.617, indicating strong boundary layer perturbations <snippet id=S_dFPlFos>. The Kuwait oil fire plumes exhibited a low single scattering albedo of 0.66 at 538 nm, confirming highly absorbing characteristics that influence radiative heating profiles <snippet id=S_hTyNcJU>. Radiative forcing uncertainties for such plumes range 20-40% depending on dilution rates and particle mixture state <snippet id=S_vOW7FR3>. These combined effects demonstrate how war-driven aerosols can alter boundary layer stability and surface wind conditions relevant to turbine operation <snippet id=S_0LL30pj>.\n</answer>", "scores": {"format_bonus": 0.8138723843967968, "citation_format_reward": 1.0, "citation_claim_count": 12.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.15693619219839836, "tag_closure_rate": 1.0}}
{"sample_idx": 6, "generation": "<answer>\n<snippet id=\"S_UBzqh33\">StealC V2 introduces several new features compared to V1, including support for executing Microsoft Software Installer (MSI) packages and PowerShell scripts, enhanced payload execution methods, and the ability to decrypt stolen data server-side</snippet>. <snippet id=\"S_UBzqh33\">It no longer performs anti-VM checks or downloads third-party DLLs, and network communications now use RC4 encryption which was previously disabled but is now active</snippet>. <snippet id=\"S_UBzqh33\">Data targeted includes browser settings, cryptocurrency wallets, and applications like Steam and Outlook</snippet>. <snippet id=\"S_UBzqh33\">C2 communication has shifted to JSON-based requests and responses, with a focus on unique access tokens and error handling</snippet>. <snippet id=\"S_UBzqh33\">Infection methods involve registering the bot ID and executing payloads based on server responses, with the control panel updated to enforce version control, integrate with Telegram for notifications, and allow rule-based payload delivery</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_UBzqh33>StealC V2 introduces several new features including support for executing Microsoft Software Installer (MSI) packages and PowerShell scripts, along with enhanced payload execution methods</snippet>, and it can decrypt stolen data server-side. The malware no longer performs anti-VM checks or downloads third-party DLLs, but has enabled RC4 encryption for network communications which was previously disabled. Data targeted includes browser settings, cryptocurrency wallets, and applications like Steam and Outlook, with C2 communication now using JSON-based requests and responses. The control panel has been updated to enforce version control, integrate with Telegram for notifications, and allow rule-based payload delivery. Infection methods involve registering the bot ID and executing payloads based on server responses <snippet id=S_UBzqh33>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.8700243704305443, "tag_closure_rate": 1.0}}
{"sample_idx": 7, "generation": "<answer>\n<snippet id=\"S_LIOMj3a\">The VA cohort study followed 6.08 million veterans from 2008-2018 to estimate incident diabetes risk in the post-acute phase of COVID-19</snippet>, with <snippet id=\"S_sRbBHcj\">COVID-19 survivors exhibiting a significant increased risk of incident diabetes beyond 30 days post-infection, with an excess burden of 8.28 per 1000 non-hospitalised individuals at 12 months</snippet>. <snippet id=\"S_lB72BOu\">The study reported hazard ratios of 1.40 (95% CI 1.36-1.44) and excess burden of 13.46 per 1000 people at 12 months for incident diabetes in the post-acute phase</snippet>, with <snippet id=\"S_lB72BOu\">increased risk (1.85, 1.78-1.92) and excess burden (12.35, 11.36-13.38) of incident antihyperglycemic use</snippet>. <snippet id=\"S_HmTazVA\">Non-hospitalized COVID-19 patients had a 25% (95% CI: 21%-29%) increased risk of new-onset type 2 diabetes, which rose to 173% in hospitalized patients and 276% in ICU patients</snippet>, while <snippet id=\"S_X5WNd6v\">higher risk of incident diabetes post-acute COVID-19 was observed with consistent increase in risk of new-onset type 2 diabetes compared to severity-matched flu-like illness</snippet>. <snippet id=\"S_7DZccVx\">Diabetes should be considered as a facet of the multifaceted long COVID syndrome, with post-acute care strategies of people with COVID-19 should integrate screening and management of diabetes</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_LIOMj3a\">The study used US Department of Veterans Affairs (VA) national health-care databases to build a cohort of US Veterans who survived the first 30 days of COVID-19</snippet> with two control groups for comparison. <snippet id=\"S_sRbBHcj\">COVID-19 survivors exhibit a significant increased risk of incident diabetes beyond 30 days post-infection, with an excess burden of 8.28 per 1000 non-hospitalised individuals at 12 months</snippet>. <snippet id=\"S_lB72BOu\">Detailed analyses showed people with COVID-19 exhibited an increased risk (HR 1.40, 95% CI 1.36-1.44) and excess burden (13.46 per 1000 people at 12 months) of incident diabetes compared with the contemporary control group</snippet>. <snippet id=\"S_7DZccVx\">Risks and burdens of post-acute diabetes increased in a graded fashion according to the severity of the acute phase, whether patients were non-hospitalised, hospitalized, or admitted to intensive care</snippet>. <snippet id=\"S_LIOMj3a\">The study authors conclude diabetes should be considered as a facet of the multifaceted long COVID syndrome, and post-acute care strategies should integrate screening and management of diabetes</snippet>.\n</answer>", "scores": {"format_bonus": 0.8436251362150382, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.17181256810751908, "tag_closure_rate": 1.0}}
{"sample_idx": 8, "generation": "<answer>\n<snippet id=\"S_vvVVFoT,S_fnCGUjH,S_sN6CcFK\">The article \"Top 15 Global Trends For 2025\" was written by Sarwant Singh and published on Forbes on January 22, 2025</snippet>. However, <snippet id=\"S_vvVVFoT,S_fnCGUjH,S_sN6CcFK\">none of the search snippets contain the specific percentage data for global electricity from renewables in 2025</snippet>. The snippets only confirm the article's existence and publication date, but do not include the detailed content needed to extract the renewable electricity statistic. <answer>", "reference": "<answer>\n<snippet id=\"S_vvVVFoT,S_fnCGUjH\">The article \"Top 15 Global Trends For 2025\" was written by Sarwant Singh and published in Forbes on January 22, 2025</snippet>. However, <snippet id=\"S_vvVVFoT,S_fnCGUjH,S_sN6CcFK\">none of the provided search snippets contain the specific percentage figure for global electricity from renewables in 2025</snippet>. The snippets only confirm the article exists and provide publication details, but do not include the actual renewable energy statistics from the article. <snippet id=\"S_vvVVFoT\">The article URL is available at https://www.forbes.com/sites/sarwantsingh/2025/01/22/top-15-global-trends-for-2025/</snippet>, but the renewable electricity percentage data is not accessible from these search results.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 4.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.48942042318307266, "tag_closure_rate": 1.0}}
{"sample_idx": 9, "generation": "<answer>\n<snippet id=\"S_AA5wpad,S_LKSKJn1,S_mBwOV4H\">The 15th POMS-HK International Conference is scheduled for 3-5 January 2025 at The Chinese University of Hong Kong</snippet>. <snippet id=\"S_jE7LWrz\">The 14th POMS-HK International Conference was held at The Hong Kong University of Science and Technology on 5-6 January 2024</snippet>. <snippet id=\"S_Br57QvT\">The 13th POMS-HK International Conference was held at The Hong Kong Polytechnic University on 7-8 January 2023</snippet>. <snippet id=\"S_5nVopPR\">The 12th POMS-HK International Conference was held at Lingnan University on 8-9 January 2022</snippet>. <snippet id=\"S_DzBPmor\">The 11th POMS-HK International Conference was held at Lingnan University on 8-9 January 2022</snippet>. <snippet id=\"S_wmyEfiy\">The 10th POMS-HK International Conference was held at Lingnan University on 8-9 January 2022</snippet>. <snippet id=\"S_ULVAUtt\">The 2025 edition of POMS-HK International Conference will be held at The Chinese University of Hong Kong</snippet>. The search results do not contain information about the POMS Annual Meeting in Atlanta, so I cannot compare the start dates of these two events.\n</answer>", "reference": "<answer>\n<snippet id=\"S_AA5wpad,S_LKSKJn1,S_mBwOV4H\">The POMS-HK International Conference is held annually in early January in Hong Kong, with the 15th conference scheduled for January 3-5, 2025, the 14th for January 5-6, 2024, and the 13th for January 7-8, 2023</snippet>. However, <snippet id=\"S_AA5wpad,S_LKSKJn1,S_jE7LWrz,S_TUFN3jC,S_DzBPmor,S_mBwOV4H,S_Br57QvT,S_ULVAUtt,S_wmyEfiy,S_5nVopPR\">none of the provided search snippets contain information about the POMS Annual Meeting in Atlanta or its specific dates</snippet>. Therefore, I cannot definitively compare which conference starts first without additional search results about the Atlanta meeting.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.41051888457465585, "tag_closure_rate": 1.0}}
{"sample_idx": 10, "generation": "<answer>\n<snippet id=\"S_H5GBDki\">Mouse endogenous retroviruses are classified into three classes based on sequence similarity to exogenous retroviruses, with class I resembling gamma- and epsilon-retroviruses and class II resembling alpha-, beta-, and delta-retroviruses</snippet>. <snippet id=\"S_H5GBDki\">Mouse MLVs are class I ERVs, while the large intracisternal A-particle (IAP) superfamily with approximately 1000 copies per cell is class II</snippet>. <snippet id=\"S_ejVsieR\">Phylogenetic analyses of Pol proteins across vertebrates classify retroviruses into five major clades, with clades Jin and Mu including viruses related to gammaretroviruses and epsilon-retroviruses (class I ERVs) and clade Shui including viruses related to alpha-, beta-, delta-retroviruses (class II ERVs)</snippet>. <snippet id=\"S_ofsHaiJ\">Functional MLVs in mice can produce infectious recombinant particles through recombination, as seen with the Emv2 MLV in C57BL/6 mice that can restore replication competence</snippet>. <snippet id=\"S_VrGqnwN\">IAP elements are murine-specific retroviral elements that can lead to disease if they insert near genes, with domesticus showing a higher proportion of variable bases from active IAP subtypes</snippet>. <snippet id=\"S_tzG3IdJ\">XPR1-dependent MLV ERVs are present in all house mouse subspecies, with six functional XPR1 variants evolving to restrict different subsets of MLVs through mutations in receptor determining regions</snippet>.\n</answer>", "reference": "<answer>\nMouse endogenous retroviruses utilize a three-class system where MLV representatives belong to Class I (gammaretrovirus-like) and IAP elements belong to Class II (betaretrovirus-like), sharing nomenclature with human ERVs where Class I aligns with ERV1 and Class II with ERV2 <snippet id=\"S_H5GBDki,S_wHW5Oiu\">. Functionally, endogenous MLVs such as Emv2 can undergo recombination to restore replication competence and produce infectious virus particles in strains like C57BL/6 mice <snippet id=\"S_ofsHaiJ\">. These infectious recombinant MLVs have been identified in murine cancer cell lines, where they contribute to leukemogenesis and tumor development <snippet id=\"S_ofsHaiJ\">. In contrast, IAP elements are autonomous long terminal repeat (LTR) retrotransposons capable of active retrotransposition, contributing to genetic variation <snippet id=\"S_VrGqnwN\">. IAP elements are abundant, with approximately 1000 copies per cell, and specific subtypes like ID1 remain active in Mus musculus subspecies <snippet id=\"S_H5GBDki,S_VrGqnwN\">. Active IAP insertions in Mus musculus domesticus account for a significant proportion of subspecies-specific polymorphisms, indicating ongoing mobilization <snippet id=\"S_VrGqnwN\">.\n</answer>", "scores": {"format_bonus": 0.7237021341001968, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11185106705009838, "tag_closure_rate": 1.0}}
{"sample_idx": 11, "generation": "<answer>\n<snippet id=\"S_4ahEl2w,S_jaGb9lk,S_Gj9myfY\">Retrieval-Augmented Generation (RAG) has emerged as a promising strategy to mitigate hallucinations in LLMs by retrieving evidence from external knowledge bases before generation</snippet>, <snippet id=\"S_Gj9myfY\">with research suggesting hallucinations can be diminished through RAG techniques alongside advanced prompting and fact-checking methods</snippet>. <snippet id=\"S_PbQaaQw\">However, existing RAG approaches still generate hallucinations due to lack of post-hoc verification and inability to provide citations for verification</snippet>, <snippet id=\"S_4ahEl2w\">while suffering from potential error accumulation where irrelevant evidence can be propagated into the generation phase</snippet>. <snippet id=\"S_6v3TJp1\">Active Retrieval-Augmented (ARA) frameworks have shown effectiveness in LVLMs by filtering unreliable results and timing retrieval judiciously to reduce hallucinations</snippet>, <snippet id=\"S_HHkW9B0\">with retrieval-augmented correction being a third major approach alongside training-time and generation-time correction methods</snippet>. <snippet id=\"S_Gj9myfY\">Despite these advantages, RAG effectiveness heavily relies on retrieval mechanism quality and parsing challenges with ambiguous or irrelevant queries</snippet>.\n</answer>", "reference": "<answer>\nResearch from 2023–2025 consistently demonstrates that Retrieval-Augmented Generation (RAG) has emerged as a promising strategy to mitigate hallucinations in LLMs <snippet id=\"S_4ahEl2w\">. Multiple studies confirm that RAG enables models to generate responses conditioning on retrieved evidence from external knowledge bases, significantly reducing hallucinated content and enhancing factual accuracy <snippet id=\"S_Gj9myfY,S_PbQaaQw\">. The technique works by retrieving reliable documents before generation, allowing LLMs to leverage external non-parameterized knowledge alongside internal parameterized knowledge <snippet id=\"S_OARPrNN\">. However, research also cautions that RAG's effectiveness heavily depends on retrieval mechanism quality, and the approach is not without limitations such as error accumulation and citation inaccuracies <snippet id=\"S_4ahEl2w,S_Gj9myfY\">. Several implementations, including Active Retrieval Augmentation frameworks, have empirically validated that optimal retrieval settings can significantly reduce hallucinations <snippet id=\"S_MJvgffY,S_6v3TJp1\">.\n</answer>", "scores": {"format_bonus": 0.7197178395525503, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.10985891977627515, "tag_closure_rate": 1.0}}
{"sample_idx": 12, "generation": "<answer>\n<snippet id=\"S_o3E4MNQ,S_DqGbf1z,S_i5aMNhp,S_0baMwGe,S_8WsCupd,S_B84eK7e,S_n6iBrLE,S_ys41PcL,S_deSmbWp\">The search results do not contain any information about the Hebei Spirit (2007, Korea) oil spill case history. All snippets reference the Deepwater Horizon spill (2010, Gulf of Mexico) or Bohai Sea response capabilities studies, with no mention of the Korean Hebei Spirit incident</snippet>. <snippet id=\"S_ys41PcL\">The available snippets describe general oil spill cleanup techniques including booms, skimmers, dispersants, and shoreline methods, but these are not specific to the Hebei Spirit case</snippet>. <snippet id=\"S_deSmbWp\">The Deepwater Horizon cleanup involved approximately 1.84 million gallons of chemical dispersants and 150,000 international workers, but this does not apply to the 2007 Korean incident</snippet>. <answer>\nThe agent's search query for ITOPF case history on the Hebei Spirit (2007, Korea) oil spill did not return relevant results in this search. The snippets returned are all about the Deepwater Horizon spill (2010, Gulf of Mexico) or Bohai Sea response capabilities studies, with no mention of the Korean Hebei Spirit incident. The agent will need to try a different search strategy or query directly for Korean government/UNEP reports on the Hebei Spirit case.\n</answer>", "reference": "<answer>\n<snippet id=\"\">No relevant information about the Hebei Spirit (2007, Korea) oil spill was found in the search results.</snippet> The provided snippets all concern the Deepwater Horizon (2010, Gulf of Mexico) spill or general response capabilities in other regions like the Chinese Bohai Sea. Specifically, they discuss Deepwater Horizon shoreline oiling, SCAT surveys, dispersant use, boom and skimmer deployment, and cleanup worker participation. <snippet id=\"S_o3E4MNQ\">Deepwater Horizon oil stranded on 1,773 km of shoreline with 660 km receiving authorized cleanup</snippet>, and <snippet id=\"S_i5aMNhp\">18 SCAT teams surveyed over 7,058 kilometers of shoreline</snippet>. The Boi Sea snippets discuss mechanical facility storage quantities for skimmers and booms. <snippet id=\"S_0baMwGe\">The Bohai Sea survey found 133,420 m of floating booms, 9,632 kL/h for skimmers, and 100 vessels available</snippet>. No Hebei Spirit case history from ITOPF, IOPC Funds, IMO, or Korean authorities was included in these results.\n</answer>", "scores": {"format_bonus": 0.7134885977680737, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.10674429888403687, "tag_closure_rate": 1.0}}
{"sample_idx": 13, "generation": "<answer>\n<snippet id=\"S_QMZd9uN,S_NFdiZQm,S_eR9pNyf\">Vertical eDNA stratification in lakes is driven by thermal stratification, with warm-water fish eDNA concentrated above the thermocline and cold-water stenotherms below, while during turnover the water column becomes homogenous</snippet>. <snippet id=\"S_eR9pNyf\">Thermocline depths (metalimnion) range from 0.75 to 3.2 m, with sampling locations spanning 20 m offshore to within 1 m of the shoreline, indicating vertical distribution across littoral and pelagic zones</snippet>. <snippet id=\"S_DCoNvvE\">eDNA is patchily distributed in lakes, necessitating multiple sampling points for detection, with vertical distribution influenced by thermal stratification</snippet>. <snippet id=\"S_nblzMDI\">The thermocline was confirmed between 4.60-6.60 m from the surface, with sampling occurring during stratification and turnover phases</snippet>. <snippet id=\"S_7ms3BbK\">During stratification, eDNA detection varied significantly by depth, with cold-water stenotherms like lake trout and slimy sculpin primarily found at the bottom while warm-water minnows were more abundant at the surface</snippet>. <snippet id=\"S_qZTbA6e\">Stratification in deep lakes leads to distinct microhabitat isolation, with eDNA from cold-water stenotherms detectable only in midwater and deep habitats</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_qZTbA6e,S_7ms3BbK>Stratification leads to distinct microhabitat isolation where cold-water stenotherms are detectable only in midwater and deep habitats while warm-water minnows are abundant at the surface</snippet>, and <snippet id=S_QMZd9uN,S_7ms3BbK>community detection becomes more uniform across depths during autumn turnover when water column mixing occurs</snippet>. <snippet id=S_eR9pNyf,S_nblzMDI>Thermocline depths vary significantly between lakes, ranging from 0.75 to 3.2 m in some cases to 4.60 to 6.60 m in others</snippet>. <snippet id=S_DCoNvvE,S_qZTbA6e>Patchy distribution necessitates multiple sampling points across depths rather than single samples to capture community heterogeneity</snippet>.\n</answer>", "scores": {"format_bonus": 0.9664127423822715, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.23320637119113574, "tag_closure_rate": 1.0}}
{"sample_idx": 14, "generation": "<answer>\n<snippet id=3a2d1ed5-2>The West Bank Premier League includes clubs such as Shabab Al-Khalil from Hebron</snippet>, which is a major city in the Southern West Bank. <snippet id=3a2d1ed5-1>Other West Bank clubs include Al-Bireh Institute and Ahli Qalqilyah</snippet>. <snippet id=3a2d1ed5-6>FIFA has been urged to address clubs located in West Bank settlements including Beitar Givat Ze'ev and Beitar Ironi Ariel</snippet>. However, the search results do not contain specific information about clubs that have won the Palestinian FA Cup multiple times under FIFA regulations, nor do they confirm whether any club plays its home matches in a nearby municipality. <snippet id=3a2d1ed5-8>The IFA includes six football clubs based in settlements</snippet>, but this refers to clubs in Israeli settlements rather than Palestinian clubs in the West Bank. The search results do not contain sufficient information to identify the specific club the agent is looking for.\n</answer>", "reference": "<answer>\nBased on the search results, the major cities in the Southern West Bank include Hebron (Khalil), which has professional clubs like <snippet id=3a2d1ed5-2>Shabab Al-Khalil</snippet>. The club Shabab Al-Dhahiriya from the city of Ad-Dhahiriya is also located in the Southern West Bank <snippet id=3a2d1ed5-2>. However, the search results do not contain sufficient information about which specific club has won the Palestinian Cup multiple times and plays in a nearby municipality rather than its home city. Additional research is needed to determine the exact club meeting all criteria mentioned in the query.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.30400994715573515, "tag_closure_rate": 1.0}}
{"sample_idx": 15, "generation": "<answer>\n<snippet id=\"S_LNwC0St\">The U.S. Department of the Treasury provides Daily Treasury Par Yield Curve Rates for 2025 through its official data center</snippet>, with <snippet id=\"S_9NRdU6Z\">Daily Treasury Bill Rates available as indicative closing market bid quotations on auctioned Treasury Bills</snippet>. <snippet id=\"S_Ex1kQjb\">The Treasury's official yield curve data shows 3-month rates at 4.03% as of 09/18/2025</snippet>, with <snippet id=\"S_Ex1kQjb\">1-year rates at 3.61% and 2-year rates at 3.57%</snippet>. <snippet id=\"S_2WbtkJ5\">The Treasury Daily Interest Rate XML Feed provides daily interest rate data in Extensible Markup Language (XML) format</snippet>, and <snippet id=\"S_4AaXlpd\">Fiscal Data offers datasets on interest rates through its API documentation</snippet>. <snippet id=\"S_pwGFHPE\">The Treasury's official yield curve uses a monotone convex method derived from bid-side market price quotations</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_Ex1kQjb>As of September 18, 2025, the 3-month Treasury rate was 4.03%</snippet>. The Treasury provides official yield curve data through its Daily Treasury Par Yield Curve CMT Rates page <snippet id=S_LNwC0St,S_9NRdU6Z,S_Ex1kQjb>. The 10-year rate is available through the same data source, though the snippet cuts off after showing rates for maturities up to 3 years. The Treasury's yield curve methodology uses indicative, bid-side market price quotations to derive par yields <snippet id=S_pwGFHPE,S_AsPkpls>. Official rates can also be accessed via the Treasury's daily interest rate XML feed or API documentation <snippet id=S_2WbtkJ5,S_4AaXlpd>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.2771786651122122, "tag_closure_rate": 1.0}}
{"sample_idx": 16, "generation": "<answer>\n<snippet id=\"S_hAqLMYW,S_VSuv8i0\">Catastrophic climate change scenarios remain underexplored in scientific literature, with warming above 5°C considered \"beyond catastrophic\" and above 6°C deemed an \"indisputable global catastrophe\"</snippet>, though <snippet id=\"S_hAqLMYW\">the potential for climate change to drive mass extinction events and human mass mortality and morbidity is poorly understood</snippet>. <snippet id=\"S_60jj79u\">Tipping points have been assessed with effects varying from a 10% chance of doubling the social cost of carbon up to an eightfold increase in the optimal carbon price</snippet>, with <snippet id=\"S_60jj79u\">welfare estimates depending on fat tail risks</snippet>. <snippet id=\"S_vyuhdrc\">Sea level rise risk assessments distinguish between four main qualitative levels, with a fifth level describing \"Extremely high risk\" as a very high probability of severe and irreversible risks exceeding coping capacity</snippet>, potentially threatening habitability and leading to existential or catastrophic risk. <snippet id=\"S_F4ekjz0\">Beyond climate-related risks, there are severe global catastrophic risks related to food systems, including abrupt sunlight reduction scenarios where sudden events release large amounts of aerosols into the stratosphere</snippet>. <snippet id=\"S_hAqLMYW\">The research agenda proposes four key strands: understanding extreme climate change dynamics, exploring climate-triggered pathways to mass morbidity and mortality, investigating social fragility, and synthesizing findings into integrated catastrophe assessments</snippet>.\n</answer>", "reference": "<answer>\nThe recent search returned primarily climate-focused catastrophic risk literature, with \"Climate Endgame\" studies emerging as key references defining catastrophe thresholds. Warming above 5°C is categorized as \"beyond catastrophic,\" while warming above 6°C constitutes an \"indisputable global catastrophe,\" with 3°C by century's end marking extreme climate change <snippet id=\"S_VSuv8i0\">temperature thresholds for catastrophic outcomes are now being clarified</snippet>. Tipping point assessments show effects varying from a 10% chance of doubling the social cost of carbon to an eightfold increase in optimal carbon pricing <snippet id=\"S_60jj79u\">tipping point probabilities demonstrate fat tail risk characteristics</snippet>. However, bad-to-worst-case climate scenarios remain poorly understood despite reasons to suspect they could drive worldwide societal collapse or eventual human extinction <snippet id=\"S_hAqLMYW\">catastrophic climate scenarios are underexplored yet critically important</snippet>. Food system risks include abrupt sunlight reduction scenarios that could trigger multiple bread-basket failures and global-scale well-being threats <snippet id=\"S_F4ekjz0\">global catastrophic food system risks are identified as existential threats</snippet>. Sea level rise research similarly defines \"Extremely high risk\" as exceeding socioecological coping capacity and possibly leading to existential or catastrophic outcomes <snippet id=\"S_vyuhdrc\">coastal settlement risks reach existential catastrophe thresholds at very high sea level rise</snippet>.\n</answer>", "scores": {"format_bonus": 0.8538072739259421, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.1769036369629711, "tag_closure_rate": 1.0}}
{"sample_idx": 17, "generation": "<answer>\n<snippet id=\"S_SrhDuNY,S_bChTerS\">Phytochemicals demonstrate significant potential to reduce cervical cancer development by inhibiting early stages of carcinogenesis and enhancing chemotherapy sensitivity</snippet>, though <snippet id=\"S_SrhDuNY\">epidemiological studies often yield inconsistent results due to factors like dosage, metabolism, and unclear mechanisms</snippet>. <snippet id=\"S_jvAGRUW\">Key challenges include low bioavailability and toxicity concerns that can be potentially overcome with nanoparticle delivery mechanisms</snippet>. <snippet id=\"S_St3cdIq\">Phytochemicals have shown potential against HPV-induced cervical cancer, necessitating further research on their efficacy and safety in HNC treatment and prevention</snippet>. <snippet id=\"S_giUXm46\">Combinational use of phytochemicals and chemotherapeutic drugs enhances their therapeutic potential on human cervical cancer cells</snippet>. <snippet id=\"S_RE7a53S\">Pomegranate peel polyphenols have been studied for their anticancer effects against cervical cancer through antioxidant mechanisms</snippet>. <snippet id=\"S_NnCE1hw\">Recent literature reviews have collected experimental works from the last five years to elucidate the anticancer effects of natural products on cervical cancer</snippet>.\n</answer>", "reference": "<answer>\nRecent reviews have synthesized therapeutic effects of natural products on cervical cancer through inflammatory pathways, highlighting compounds such as flavonoids, alkaloids, phenols, terpenoids, curcumin, and paclitaxel with data primarily from 2010-2021 studies<snippet id=\"S_RulQFFI\">. Phytochemicals demonstrate significant potential to reduce cervical cancer development by inhibiting early carcinogenesis stages and enhancing chemotherapy sensitivity, though epidemiological studies often yield inconsistent results due to dosage, metabolism, and unclear mechanisms<snippet id=\"S_SrhDuNY\">. Challenges associated with phytochemical use include low bioavailability and toxicity, which may be addressed through chemical analogs, adjuvant therapies, and nanoparticle delivery mechanisms<snippet id=\"S_jvAGRUW\">. Experimental evidence emphasizes chemopreventive and therapeutic potential of plant-derived substances, with combinational use of phytochemicals and chemotherapeutic drugs shown to enhance therapeutic potential on human cervical cancer cells<snippet id=\"S_bChTerS\">. Research on phytochemicals against HPV-induced cervical cancer necessitates further investigation into efficacy and safety, particularly through concurrent therapies targeting HPV-mediated mechanisms<snippet id=\"S_St3cdIq\">. Current literature reviews continue to collect experimental works from the last five years elucidating anticancer mechanisms of plant-derived natural products in cervical cancer treatment<snippet id=\"S_NnCE1hw\">.\n</answer>", "scores": {"format_bonus": 0.8737184115523466, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1868592057761733, "tag_closure_rate": 1.0}}
{"sample_idx": 18, "generation": "<answer>\n<snippet id=\"S_r2sDDAL\">Trust in AI within public institutions is influenced by citizens' perceptions of institutional legitimacy, with automated systems viewed as illegitimate when acting as sole decision-makers</snippet>, and <snippet id=\"S_R1PS8iU\">public sector AI adoption differs from the private sector due to coercive elements, as citizens must use and pay for services, raising legitimacy questions</snippet>. <snippet id=\"S_z4Ru4pp\">Trust determinants include transparency, reliability, and task characteristics which predict cognitive trust in AI systems</snippet>, while <snippet id=\"S_1tU6Z3U\">control of AI and ethics in AI are crucial dimensions for building trust in AI technologies</snippet>. <snippet id=\"S_F456mxb\">Trust levels increase if AI adds perceived value and if humans remain involved, with transparency about AI use being essential for tracking trust changes</snippet>. <snippet id=\"S_PgHhtbO\">Trust in government significantly influences user experiences with AI-based self-service technology in public service delivery, highlighting trust as a key challenge in implementing AI in public governance</snippet>. <snippet id=\"S_MF1INRL\">Public trust across domains varies, with participants evaluating AI abilities higher than benevolence, and technological competence, AI familiarity, and knowledge viewed as determinants of greater trust in AI capabilities</snippet>.\n</answer>", "reference": "<answer>\nTrust in AI within public institutions is significantly influenced by citizens' perceptions of institutional legitimacy, with automated systems often viewed as illegitimate when acting as sole decision-makers <snippet id=\"S_r2sDDAL,S_R1PS8iU\">. Key determinants include transparency and explainability, which are essential for tracking trust changes and fostering responsible AI development <snippet id=\"S_z4Ru4pp,S_1tU6Z3U\">. Human oversight remains critical, as trust levels increase when humans remain involved in decision-making processes rather than being replaced entirely by AI <snippet id=\"S_F456mxb\">. Reliability, tangibility, and task characteristics predict cognitive trust in AI systems, while anthropomorphism influences emotional trust <snippet id=\"S_z4Ru4pp\">. Privacy concerns and data governance also negatively impact trust, particularly when citizens perceive potential privacy invasion <snippet id=\"S_1tU6Z3U\">. Additionally, public perception of AI control, ethics, and perceived value of AI services are crucial determinants for acceptance in public service contexts <snippet id=\"S_1tU6Z3U,S_F456mxb\">. Technological competence and familiarity with AI also correlate with higher trust in AI capabilities across different public service domains <snippet id=\"S_MF1INRL\">.\n</answer>", "scores": {"format_bonus": 0.8060121107266436, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.1530060553633218, "tag_closure_rate": 1.0}}
{"sample_idx": 19, "generation": "<answer>\n<snippet id=b99d28d7-0>Clean is available to stream on AMC+, Disney Plus, Hulu, Sundance Now, Philo, The Roku Channel, Fandango at Home, Prime Video, and Apple TV</snippet>. <snippet id=b99d28d7-9>Apple TV lists it as available on AMC+, Sundance Now, Philo, Prime Video, Tubi, Disney+, Hulu, and Sling TV</snippet>. <snippet id=b99d28d7-8>Decider confirms it is available on Tubi TV, Hulu, and AMC+</snippet>. <snippet id=b99d28d7-4>JustWatch shows it can be watched streaming on Amazon Prime Video, Amazon Prime Video with Ads, or for free with ads on Pluto TV</snippet>. <snippet id=b99d28d7-5>Philo also offers the movie for streaming</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=b99d28d7-0,b99d28d7-9>Clean is available to stream on multiple platforms including AMC+, Hulu, Prime Video, Apple TV, Tubi, and Roku</snippet>. <snippet id=b99d28d7-9>AMC+ is specifically mentioned as one of the available streaming services for the film</snippet>. <snippet id=b99d28d7-1,b99d28d7-2,b99d28d7-4>It can also be accessed through Hulu, Amazon Prime Video, and Pluto TV</snippet>. <snippet id=b99d28d7-5,b99d28d7-8>Philo and other services like Sundance Now and Disney+ offer the movie as well</snippet>.\n</answer>", "scores": {"format_bonus": 0.9294913071474565, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.21474565357372827, "tag_closure_rate": 1.0}}
{"sample_idx": 20, "generation": "<answer>\n<snippet id=\"S_1YjeXyJ\">Reliability and validity are often underreported as outcome measures in peer assessment studies, despite their established importance compared to teacher assessments</snippet>, and <snippet id=\"S_1YjeXyJ\">beliefs and perceptions regarding peer assessment are more frequently treated as outcome variables than actual performance and skills</snippet>. <snippet id=\"S_YVMqQJL\">There is a lack of valid measures for evaluating partnership effectiveness beyond standard student outcome metrics</snippet>, and <snippet id=\"S_YVMqQJL\">partnerships require more time to effect meaningful changes compared to traditional interventions, which may pose challenges for funding and policy support</snippet>. <snippet id=\"S_r34NY6x\">The use of ChatGPT in higher education raises concerns about the effectiveness of assessment processes and the ability to verify student knowledge and understanding</snippet>, with <snippet id=\"S_r34NY6x\">the integrity of grades, which influence scholarships and employment opportunities, at risk as ChatGPT complicates the verification of students' skills and competencies</snippet>. <snippet id=\"S_G7aERKv\">There is no universally accepted definition of effective teaching, which can be reflected in high student performance scores or positive classroom interactions</snippet>, and <snippet id=\"S_G7aERKv\">student-centered teaching styles are viewed as more effective and engaging by students</snippet>. <snippet id=\"S_10M2Vpc\">Teacher effectiveness is assessed through three interrelated perspectives: inputs, processes, and outcomes, with outcomes including student achievement, graduation rates, and contributions to the university community</snippet>. However, <snippet id=\"S_10M2Vpc\">current policy discussions often define teacher effectiveness narrowly, focusing on a teacher's ability to improve standardized test scores, which has both strengths and significant limitations</snippet>.\n</answer>", "reference": "<answer>\nThe provided search results do not contain specific empirical evidence or randomized controlled trials evaluating the effectiveness of negotiated assessment or student co-created rubrics in higher education <snippet id=\"S_db6DLhs,S_1YjeXyJ,S_G7aERKv,S_dUrCta4,S_u5mSiUG\">. Instead, the available literature focuses on broader concepts such as Outcome-Based Education frameworks, general peer assessment design elements, and teacher effectiveness metrics <snippet id=\"S_db6DLhs,S_1YjeXyJ,S_G7aERKv\">. While one systematic review notes that reliability and validity are frequently underreported in peer assessment studies, it does not quantify the impact of student involvement in task design <snippet id=\"S_1YjeXyJ\">. Additional snippets discuss conceptual tensions in learning outcomes or the influence of educational technology without addressing assessment negotiation specifically <snippet id=\"S_dUrCta4,S_u5mSiUG\">.\n</answer>", "scores": {"format_bonus": 0.826711185308848, "citation_format_reward": 1.0, "citation_claim_count": 15.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.16335559265442404, "tag_closure_rate": 1.0}}
{"sample_idx": 21, "generation": "<answer>\n<snippet id=\"S_wzDgj5A\">Endocytosis delivers extracellular materials to lysosomes for degradation, with trafficking between endosomes and the Trans-Golgi Network being imperative for maintaining lysosomal fitness by delivering enzymes and V-ATPase pumps to lysosomes via the endocytic route</snippet>. <snippet id=\"S_gCWDTWV\">Lysosome biogenesis requires both biosynthetic and endocytic pathways, with M6P receptors binding to proteins carrying mannose-6-phosphate residues and delivering them to lysosomes via vesicle fusion with plasma membrane followed by endocytosis</snippet>. <snippet id=\"S_EhS0ch1\">Lysosomal hydrolases can reach lysosomes from outside the cell through different forms of endocytosis, and lysosomal exocytosis stimulation may have beneficial effects on the accumulation of unprocessed aggregates, leading to their extracellular elimination</snippet>. <snippet id=\"S_pfxfGLI\">However, general downregulation of endocytosis during aging or senescence has been observed, with suppression of clathrin-mediated endocytosis linked to cleavage of amphiphysin 1 and dysfunctional endocytosis</snippet>. <snippet id=\"S_BXMwwcV\">Endocytosed materials can impair lysosomal function, with studies showing decreased lysosomal protease activity and reduced probe uptake in cells exposed to lipid nanocapsules</snippet>. <snippet id=\"S_mWADzHZ\">Impaired lysosomal protease activity and consequent accumulation of undigested material can disrupt endocytic recycling and impair engulfment of dying cells, with reduced hydrolase activity adversely impacting the ability to handle exogenous phagocytic cargo</snippet>. The evidence suggests endocytosis can support lysosomal function through M6P receptor-mediated enzyme delivery and lysosomal exocytosis-mediated membrane repair, but dysfunctional endocytosis during aging or exposure to toxic materials can impair lysosomal function.\n</answer>", "reference": "<answer>\n<snippet id=S_wzDgj5A,S_Y2SP2EN>Endocytosis maintains cellular homeostasis by delivering extracellular and intracellular materials to lysosomes, where they are degraded as part of the autophagy-lysosomal-endosomal system</snippet>, and <snippet id=S_wzDgj5A>Trafficking between endosomes and the trans-Golgi network is imperative for the maintenance of lysosomal fitness as it delivers enzymes and active V-ATPase pumps to lysosomes via the endocytic route</snippet>. <snippet id=S_gCWDTWV>Lysosome biogenesis also requires endocytic pathways, as lysosomal membrane proteins can be delivered via vesicle fusion with the plasma membrane followed by endocytosis</snippet>.\n</answer>", "scores": {"format_bonus": 0.7573990426751163, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.12869952133755816, "tag_closure_rate": 1.0}}
{"sample_idx": 22, "generation": "<answer>\n<snippet id=\"S_a9Y7uJC,S_Ykw4nQx\">Calendar aging is primarily driven by temperature, with the Arrhenius equation used to model its dependence on activation energy and state of charge</snippet>. <snippet id=\"S_edT6GAQ\">Low-temperature fast charging significantly accelerates cycle life degradation, with cycle life falling from 4000 cycles at 20°C to just 40 cycles at 10°C</snippet>, and <snippet id=\"S_edT6GAQ\">a 16 Ah graphite/NMC battery loses 75% of its capacity after only 50 cycles at 5°C compared to 4000 cycles at 25°C</snippet>. <snippet id=\"S_edT6GAQ\">The degradation mechanisms include lithium plating and solid electrolyte interphase (SEI) film growth, which compete under fast charging conditions</snippet>. <snippet id=\"S_iJyfWte\">Studies by Keil et al. (2016) and Geisbauer et al. (2021) found that higher temperatures and SOC levels, particularly 100% SOC at 60°C, significantly increase capacity degradation and internal resistance</snippet>. <snippet id=\"S_RHMJrIs\">Low anode potential accelerates the loss of cyclable lithium, with SEI layer formation being a major contributor to capacity decline</snippet>. <snippet id=\"S_6yCb2kD\">The Arrhenius law describes the temperature dependence of reaction rates, with the rate constant influenced by absolute temperature and specific parameters determined through Arrhenius plots</snippet>. <snippet id=\"S_zb2LhNK\">SEI growth is the dominant degradation mechanism during calendar aging, causing severe pore clogging and film resistance increase resulting in apparent power performance degradation</snippet>.\n</answer>", "reference": "<answer>\nCalendar aging follows the Arrhenius equation, where elevated temperatures accelerate aging processes through increased reaction rates, making temperature regulation essential for reducing degradation <snippet id=\"S_a9Y7uJC\">. SEI growth is the dominant calendar aging mechanism at high temperatures (e.g., 55°C storage), causing pore clogging and film resistance increase in anodes <snippet id=\"S_zb2LhNK\">. Higher temperatures and SOC levels significantly increase capacity degradation and internal resistance during calendar aging, with studies showing accelerated fading at 50-60°C storage <snippet id=\"S_iJyfWte\">. In contrast, cyclic aging experiences dramatically accelerated degradation at low temperatures during charging, with cycle life falling from 4000 cycles at 20°C to just 40 cycles at 10°C for graphite/NMC batteries <snippet id=\"S_edT6GAQ\">. At 5°C, a 16 Ah graphite/NMC battery loses 75% capacity after only 50 cycles compared to 4000 cycles at 25°C, driven primarily by lithium plating rather than SEI growth <snippet id=\"S_edT6GAQ\">. The Arrhenius law describes temperature dependence of cyclic aging reaction rates, though lithium plating at sub-zero temperatures creates an inflection point that fundamentally alters degradation mechanisms compared to calendar aging <snippet id=\"S_6yCb2kD\">.\n</answer>", "scores": {"format_bonus": 0.7992467043314502, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.14962335216572506, "tag_closure_rate": 1.0}}
{"sample_idx": 23, "generation": "<answer>\nThe provided search results do not contain the specific threshold value for rC,ave or ΔGave from the Scientific Reports article. The snippets reference various topics including Chinese research evaluation reform, internationalization of higher education, and global science influence, but none include the exact variable names or the specific threshold value requested. The search results appear to be from different articles about Chinese research rather than the specific Scientific Reports paper about Chinese scholars' influence on global research. Additional searches with different terms or DOI may be needed to locate the target article.\n</answer>", "reference": "<answer>\n<snippet id=\"S_PtOIRGk,S_NyxI5ht,S_RTxg6u0,S_PnWYPRp,S_rcIxmdK,S_RXJTnMw,S_M9HFrLf,S_maWNX2u\">None of the provided search results contain information about a Scientific Reports article with the specific variables rC,ave and ΔGave or their critical threshold values</snippet>. The retrieved snippets discuss various aspects of Chinese research output, publication incentives, and global science influence, but none reference the target paper with the threshold information the agent is seeking <snippet id=\"S_C8wHD3r,S_7gXvW7t\">The only mentions of \"Chinese scholars\" in global research context appear in titles without corresponding content</snippet>. The agent may need to refine their search with more specific terms such as \"Scientific Reports rC,ave ΔGave threshold\" without the broader China influence query to locate the exact paper.\n</answer>", "scores": {"format_bonus": 0.6220320265046935, "citation_format_reward": 0.0, "citation_claim_count": 4.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.06101601325234677, "tag_closure_rate": 1.0}}
{"sample_idx": 24, "generation": "<answer>\n<snippet id=\"22895,68190,89881\">Carl Linnaeus (1707–1778) was an 18th-century Swedish naturalist who formalized binomial nomenclature and created Linnaean taxonomy</snippet>. <snippet id=\"22895,68190,89881\">He introduced the two-part Latin species name (genus + specific epithet) and hierarchical ranks (kingdom, class, order, genus, species)</snippet>. <snippet id=\"22895\">Linnaeus is known as the \"father of modern taxonomy\" and was ennobled in 1761 as Carl von Linné</snippet>. <snippet id=\"68190\">His system standardized classification across plants, animals, fungi, bacteria and more, forming the basis of modern scientific naming</snippet>. <snippet id=\"89881\">Linnaean taxonomy endures as the basis for naming and organizing biodiversity, though additional ranks and evolutionary concepts were later added</snippet>.\n</answer>", "reference": "<answer>\nCarl Linnaeus (1707–1778), an 18th-century Swedish naturalist, formalized binomial nomenclature and created Linnaean taxonomy <snippet id=\"22895, 68190\">. He introduced a two-part Latin naming system (genus + specific epithet), such as Homo sapiens, through his publication of Systema Naturae (first edition 1735) <snippet id=\"22895, 89881\">. Linnaeus also established hierarchical classification ranks including kingdom, class, order, genus, and species <snippet id=\"22895, 89881\">. His system standardized biological classification across plants, animals, fungi, and bacteria, forming the basis of modern scientific naming <snippet id=\"68190\">. Known as the \"father of modern taxonomy,\" Linnaean taxonomy continues to serve as the foundation for organizing biodiversity <snippet id=\"22895, 89881\">.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.44060701203558345, "tag_closure_rate": 1.0}}
{"sample_idx": 25, "generation": "<answer>\n<snippet id=1701849e-0,1701849e-1>The work is titled \"Blue Latitudes: Boldly Going Where Captain Cook Has Gone Before\" by Pulitzer Prize-winning author Tony Horwitz</snippet>, who retraced the voyages of Captain James Cook across the Pacific. <snippet id=1701849e-5>Horwitz retraced Cook's voyages across the Pacific, retracing the journeys of the British explorer</snippet>. <snippet id=1701849e-6>This work differed from his earlier work \"Confederates in the Attic\" in that it followed a specific route, retracing the voyages across the Pacific of the British explorer</snippet>. <snippet id=1701849e-8>Horwitz is a Pulitzer Prize-winning journalist and National Geographic Fellow</snippet>. The book retraces the voyages of Captain James Cook, a renowned British explorer who sailed through the Pacific islands and northern England regions.\n</answer>", "reference": "<answer>\n<snippet id=1701849e-0,1701849e-1>The work is \"Blue Latitudes: Boldly Going Where Captain Cook Has Gone Before\" by Pulitzer Prize-winning journalist Tony Horwitz</snippet>, which retraces the voyages of British explorer Captain James Cook across the Pacific <snippet id=1701849e-5,1701849e-6>. Cook was from Yorkshire, a county in northern England, and his historic HMS Endeavour has been reconstructed for modern voyages <snippet id=1701849e-6>. The book follows a specific route through Pacific island countries that Cook originally visited during his explorations <snippet id=1701849e-5>. Horwitz's approach combines historical research with personal adventure travel to explore Cook's legacy <snippet id=1701849e-1>. This work differed from Horwitz's previous books by focusing on a specific exploration route across the Pacific Ocean <snippet id=1701849e-6>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2716671919319256, "tag_closure_rate": 1.0}}
{"sample_idx": 26, "generation": "<answer>\n<snippet id=\"S_EFHhJY4,S_XLulRiH,S_rm0f44F\">The COVID-19 pandemic accelerated digital transformation in Human Resource Management (HRM), necessitating immediate adoption of digital platforms for remote work with a focus on employee wellbeing, internal communication, and new HR policies</snippet>. <snippet id=\"S_rm0f44F\">Remote work rose from 8% to about one-third of the Italian workforce, emphasizing the need for e-HRM and digitalization to enhance flexibility and productivity while addressing employee wellbeing</snippet>. <snippet id=\"S_NBYIjl3,S_XLulRiH\">The pandemic accelerated digital transformation in HRM by necessitating remote work and digitalization, impacting employee adaptability and work-life balance while highlighting the critical role of HRM in navigating these changes from 2020 to 2025</snippet>. <snippet id=\"S_sFMyq5N\">The COVID-19 pandemic challenged the maintenance of conventional HRM practices, demanding both conceptual and empirical attention from the scientific community to deal with such challenges</snippet>. <snippet id=\"S_3pi5rBi\">The CEDEL model (complicator–exposer–disruptor–enabler–legitimizer) conceptualizes the role of COVID-19 in sustainable HRM, providing a framework for future studies investigating the impacts of the pandemic</snippet>. <snippet id=\"S_hGtii0p\">The pandemic necessitated a shift to online training and highlighted challenges in teamwork and productivity among HRD professionals, with a study of 208 supervisory respondents in Poland revealing the need for S-HRD principles to enhance employee engagement and adaptability in HR practices from December 2020 to January 2021</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_EFHhJY4,S_CbPhWNe\">The COVID-19 pandemic has significantly accelerated digital transformation in Human Resource Management (HRM), with remote work necessitating immediate adoption of digital platforms and e-HRM practices</snippet>. <snippet id=\"S_NBYIjl3,S_XLulRiH,Sn_rm0f44F\">Research indicates this acceleration has been global in scope, with one study noting remote work rising from 8% to about one-third of the Italian workforce</snippet>. <snippet id=\"S_3pi5rBi,S_sFMyq5N\">Systematic literature reviews characterize COVID-19 as a complicator-disruptor-enabler that challenged conventional HRM practices, demanding both conceptual and empirical attention</snippet>. <snippet id=\"S_CbPhWNe\">The crisis established lasting implications including more flexible, remote-friendly digital working norms that organizations must address through new policies and hybrid working models</snippet>.\n</answer>", "scores": {"format_bonus": 0.9577387486278814, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.22886937431394072, "tag_closure_rate": 1.0}}
{"sample_idx": 27, "generation": "<answer>\n<snippet id=\"S_x0z3ScE,S_bwHcUi2\">Preprints on arXiv, bioRxiv, and medRxiv undergo various quality control measures including author registration, plagiarism detection, and compliance with ethical standards, but none of these platforms perform formal peer review</snippet>. <snippet id=\"S_BpGBKlu\">bioRxiv implements a two-stage screening process involving internal staff checks and bioRxiv Affiliates, but describes it as a coarse filter that does not guarantee content validity</snippet>. <snippet id=\"S_x0z3ScE\">MedRxiv screens submissions for dual-use research and public health risks, while arXiv's moderation process does not explicitly address biosecurity concerns despite including quantitative biology</snippet>. <snippet id=\"S_xBncrdH\">Preprint servers emphasize that their materials are not peer-reviewed and should not be used as reliable sources for clinical practice without expert consultation</snippet>. <snippet id=\"S_bwHcUi2\">Despite lacking formal peer review, preprints undergo various quality control measures including author endorsement, completeness, relevance, and language appropriateness checks</snippet>. <snippet id=\"S_xBncrdH\">Each preprint includes a warning indicating the lack of peer review, and MedRxiv specifically advises against relying on preliminary reports for health-related decisions</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_hwAFWJw\">arXiv performs pre-peer review screening that includes plagiarism detection, formatting verification, scope assessment, and evaluation of language quality</snippet>, <snippet id=\"S_bwHcUi2\">but does not conduct formal peer review before posting</snippet>. Key quality control measures on arXiv include <snippet id=\"S_bwHcUi2\">author registration and endorsement requirements, completeness checks, relevance verification, plagiarism detection, and compliance with ethical and legal standards</snippet>. However, <snippet id=\"S_x0z3ScE\">arXiv's moderation process does not explicitly address dual-use or safety concerns</snippet>, unlike bioRxiv and medRxiv which screen for material that could endanger public health or pose biosecurity risks. <snippet id=\"S_xBncrdH\">ArXiv emphasizes that its materials are not peer-reviewed and should not be used as reliable sources for clinical practice without expert consultation</snippet>. Despite the absence of peer review, preprints on arXiv still undergo screening as a \"coarse filter\" to exclude nonscientific or inappropriate content, <snippet id=\"S_bwHcUi2\">though this does not guarantee validity of the content</snippet>.\n</answer>", "scores": {"format_bonus": 0.752678654616603, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1263393273083015, "tag_closure_rate": 1.0}}
{"sample_idx": 28, "generation": "<answer>\n<snippet id=\"S_VT53XSR\">Brown (2003) identifies four types of reading: perceptive (focusing on components like letters and words), selective (assessing recognition of language features through tasks like multiple choice), interactive (involving engagement with longer texts), and extensive (encompassing longer readings such as articles and books)</snippet>. <snippet id=\"S_VT53XSR\">Brown also outlines seven types of reading assessments including cloze tasks, impromptu reading with comprehension questions, short answer tasks, editing longer texts for errors, scanning for specific information, ordering tasks, and information transfer</snippet>. <snippet id=\"S_kOME3NW\">The interactive reading task is a framework for automatic item generation and scoring of reading comprehension passages that requires test takers to sequentially interact with the text for several purposes</snippet>. <snippet id=\"S_n6aoW4b\">Reading is defined as an interactive process involving both lower-level (bottom-up) and higher-level (top-down) processes, with bottom-up processes including recognizing written words and grammatical information</snippet>. <snippet id=\"S_afcTRtG\">Integrated test tasks in second language assessment require test-takers to use multiple language skills, such as receptive and productive abilities, and are considered more authentic than traditional item types</snippet>. The search results do not contain explicit information about an \"intensive\" reading category or a direct contrast between intensive and extensive reading as the agent anticipated.\n</answer>", "reference": "<answer>\n<snippet id=\"S_VT53XSR\">Brown (2003) identifies four types of reading: (1) Perceptive, focusing on components like letters and words; (2) Selective, assessing recognition of language features through tasks like multiple choice; (3) Interactive, involving engagement with longer texts; and (4) Extensive, encompassing longer readings such as articles and books.</snippet> <snippet id=\"S_VT53XSR\">Additionally, Brown outlines seven types of reading assessments: (1) Cloze tasks, where readers fill in missing words; (2) Impromptu reading with comprehension questions; (3) Short answer tasks requiring brief responses; (4) Editing longer texts for errors; (5) Scanning for specific information; (6) Ordering tasks to arrange sentences into a coherent story; and (7) Information transfer, which involves interpreting charts, maps, and diagrams.</snippet>\n</answer>", "scores": {"format_bonus": 0.8060394889663183, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1530197444831591, "tag_closure_rate": 1.0}}
{"sample_idx": 29, "generation": "<answer>\n<snippet id=\"S_XNr0nkb\">On the PUBHEALTH dataset, the SciBERT-based prediction method achieved the highest macro F1, precision, and accuracy scores, and fact-checking explanation model fine-tuned on the PUBHEALTH dataset achieved promising performance</snippet>. <snippet id=\"S_wkwj2K0\">The framework employed four pre-trained models including original BERT uncased, SCIBERT, BIOBERT v1.0, and BIOBERT v1.1 for fact-checking label prediction on the PUBHEALTH dataset</snippet>. <snippet id=\"S_TGatGL2\">BIOBERT demonstrates higher accuracies when compared to BERT for named entity recognition, relation extraction and question answering in the biomedical domain, while SCIBERT outperforms BERT in five NLP tasks including named entity recognition and text classification</snippet>. <snippet id=\"S_hv3V4sI\">PubHealth contains claims from eight fact checking sources and is more challenging to read than other real-world fact checking datasets</snippet>. <snippet id=\"S_LfqoLmq\">HEALTHVER is a dataset for evidence-based fact-checking of health-related claims that allows to study the validity of real-world claims by evaluating their truthfulness against scientiﬁc articles</snippet>. <snippet id=\"S_RXgSB12\">Training deep learning-based fact-checking models on real-world and in-domain claims substantially improves the performance compared to training on synthetic and open-domain claims</snippet>. <snippet id=\"S_70uMjkR\">Wright et al. (2022) report comparable performances for models trained on automatically generated claims compared to a model trained on the manually labeled SCIFACT claims</snippet>.\n</answer>", "reference": "<answer>\nResearch on medical fact-checking shows that domain-specific language models often outperform general models on health claim verification tasks. On the PUBHEALTH dataset, the SciBERT-based prediction method achieved the highest macro F1, precision, and accuracy scores compared to BERT and other baseline models <snippet id=\"S_XNr0nkb\">. BioBERT demonstrates higher accuracies than BERT for biomedical tasks including named entity recognition, relation extraction, and question answering in the biomedical domain <snippet id=\"S_TGatGL2\">. Similarly, SCIBERT shows improvements over the original BERT and outperforms it in five NLP tasks including named entity recognition and text classification <snippet id=\"S_TGatGL2\">. However, performance varies by dataset; on SCIFACT, RoBERTa-large achieved the best performance among the sentence encoders tested, including SciBERT and BioMedRoBERTa <snippet id=\"S_XNr0nkb\">. Additionally, training deep learning models on real-world medical claims substantially improves performance compared to models trained on synthetic and open-domain claims <snippet id=\"S_LfqoLmq\">.\n</answer>", "scores": {"format_bonus": 0.7933790985457502, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14668954927287509, "tag_closure_rate": 1.0}}
{"sample_idx": 30, "generation": "<answer>\n<snippet id=\"S_PPQIApQ,S_NrHpXwf,S_Iqcxwr0,S_gcq6e9k\">The waterfall model is a linear and sequential software development approach where progress flows through distinct phases such as requirements analysis, design, implementation, testing, and maintenance</snippet>, with each phase requiring completion before the next begins <snippet id=\"S_PPQIApQ,S_NrHpXwf,S_Iqcxwr0,S_gcq6e9k\">and output from one phase serving as input for the subsequent phase</snippet>. <snippet id=\"S_NiTtWnz\">The iterative model allows for initial simplified implementations that evolve through multiple iterations</snippet>, emphasizing incremental changes where projects are divided into smaller parts undergoing repeated cycles of planning, design, implementation, testing, and evaluation <snippet id=\"S_NiTtWnz\">. This approach provides more flexibility and quicker adjustments compared to the waterfall model</snippet>. <snippet id=\"S_u8WEXgX,S_I9hMD9f\">The Waterfall-Iterative approach integrates waterfall and iterative methods, with phases executed iteratively as the project elaborates</snippet>, including requirement analysis for each iteration and a product backlog of prioritized user stories <snippet id=\"S_u8WEXgX,S_I9hMD9f\">. This hybrid approach facilitates agile development using Scrum framework principles while maintaining waterfall's structured approach</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_PPQIApQ,S_NrHpXwf\">The traditional waterfall model is defined as a linear, sequential software development approach where each phase must be completed before the next begins, with strict documentation and sign-offs required between stages</snippet>. <snippet id=\"S_u8WEXgX,S_I9hMD9f\">In contrast, \"iterative waterfall\" (also called \"Waterative\") executes waterfall phases iteratively as the project elaborates, incorporating requirement analysis for each iteration with design followed by product backlog creation using Scrum framework's agile principles</snippet>. <snippet id=\"S_NiTtWnz\">The iterative model allows incremental changes and divided project parts with repeated cycles of planning, design, implementation, testing, and evaluation, enabling more flexibility and quicker adjustments compared to waterfall</snippet>. <snippet id=\"S_PPQIApQ,S_NrHpXwf\">A key distinction is that waterfall accommodates substantial requirement changes with significant disruption, whereas iterative approaches emphasize evolving implementations with each cycle enhancing previous work</snippet>. <snippet id=\"S_NiTtWnz,S_u8WEXgX\">Waterfall is characterized by sequential phases requiring strict documentation and end products per stage, while iterative/wative approaches include unit testing during sprints followed by systems integration testing and user acceptance testing</snippet>. <snippet id=\"S_NrHpXwf\">Waterfall approaches work well for simple, straightforward projects, but are less suitable for complex projects requiring flexibility</snippet>.\n</answer>", "scores": {"format_bonus": 0.8131737206399636, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.15658686031998184, "tag_closure_rate": 1.0}}
{"sample_idx": 31, "generation": "<answer>\n<snippet id=\"S_IbmwH6I,S_ipBYA4S,S_cecyK56,S_4uYEvn0,S_Dw5oN7X,S_Q1OC4lz,S_kq45sEh,S_Gkl8lvJ,S_AlV0rKF\">Digital transformation in banking encompasses digital banking, fintech, mobile banking, digital payments, and related technologies that enhance financial inclusion and operational efficiency</snippet>. <snippet id=\"S_IbmwH6I,S_ipBYA4S,S_cecyK56,S_4uYEvn0,S_Dw5oN7X,S_Q1OC4lz,S_kq45sEh,S_Gkl8lvJ,S_AlV0rKF\">Empirical evidence indicates that digital banking enhances financial inclusion by offering accessible and affordable services, with digital payments increasing account ownership and savings while reducing account costs</snippet>. <snippet id=\"S_4uYEvn0,S_Dw5oN7X\">Digital transformation diminishes the impact of income levels on financial service access, with strong relationships between digital payments, financial inclusion, and operational efficiency of financial institutions</snippet>. <snippet id=\"S_4uYEvn0,S_Dw5oN7X\">Digital transformation contributes positively to bank stability and reduces operational costs through automation and digitalization, with digital payments serving as stabilizing factors for the banking industry</snippet>. <snippet id=\"S_ipBYA4S,S_Q1OC4lz\">However, research shows limited evidence on Fintech's impact across different demographics and regions, with uncertainty regarding whether digital financial services are genuinely inclusive for women and underprivileged communities</snippet>. <snippet id=\"S_AlV0rKF\">Digital financial inclusion positively correlates with bank stability and negatively correlates with non-performing loans, though increased bank competition negatively affects stability, supporting the competition-fragility hypothesis</snippet>. <snippet id=\"S_kq45sEh\">Challenges remain including data security, regulatory issues, user digital literacy, and consumer protection concerns that must be addressed to promote inclusive economic growth</snippet>. <snippet id=\"S_Gkl8lvJ\">Strong economic growth together with financial inclusion initiatives significantly impacts ICT infrastructure development, with mobile banking and e-payments increasing financial inclusion among developing countries</snippet>. <snippet id=\"S_AlV0rKF\">Policymakers should promote digital financial literacy to bolster bank stability and reduce insolvency risks, while enhancing bank competition to lower non-performing loans</snippet>. <snippet id=\"S_Q1OC4lz\">Digitalisation promotes financial inclusion and positively impacts economic growth, though there is uncertainty regarding whether digital financial services are genuinely inclusive for all populations</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_4uYEvn0,S_Dw5oN7X>S digital transformation in banking is defined as the application of innovative technologies, particularly digital payments, to enhance financial inclusion and operational efficiency</snippet>, with research showing it <snippet id=S_4uYEvn0>S diminishes the impact of income levels on financial service access</snippet> while enhancing account ownership and savings. <snippet id=S_cecyK56>S Economic impact varies by income level: in low-income countries, digital financial inclusion is more significant than traditional finance due to banking inefficiencies</snippet>, whereas in middle-income countries both forms complement each other. <snippet id=S_AlV0rKF>S Digital financial inclusion positively correlates with bank stability (z-score) and negatively with non-performing loans</snippet>, though increased bank competition negatively affects stability according to the competition-fragility hypothesis. <snippet id=S_kq45sEh>S Challenges include data security, regulatory issues, and user digital literacy</snippet>, with findings from Sub-Saharan Africa, ASEAN, and EU contexts; <snippet id=S_cecyK56,S_Q1OC4lz>Yemen-specific evidence is sparse and limited by fragile state conditions</snippet>. <snippet id=S_AlV0rKF>S Policy recommendations emphasize promoting digital financial literacy, regulatory frameworks treating digital and traditional finance as complementary</snippet>, and strategic measures to maintain bank stability alongside inclusion initiatives.\n</answer>", "scores": {"format_bonus": 0.9419620359482614, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.2209810179741307, "tag_closure_rate": 1.0}}
{"sample_idx": 32, "generation": "<answer>\n<snippet id=\"55190\">Never Look Back (1952) is a British B-drama directed by Francis Searle, produced by Hammer Film Productions, and distributed by Exclusive Films</snippet>. <snippet id=\"55190\">The film stars Rosamund John, Hugh Sinclair, and Guy Middleton, with Harry H. Corbett appearing briefly as a policeman</snippet>. <snippet id=\"81776\">IMDb confirms the production was by Exclusive Films/Hammer, shot at Manchester Film Studios from autumn 1951, with Hugh Sinclair playing the fiancé who prosecutes</snippet>. <snippet id=\"86941\">The Hammer Graveyard lists the production as a 73-minute B&W Hammer-Brennan release by Exclusive Films, shot at Film Studios, Manchester from 17 Sept–19 Oct 1951</snippet>. <snippet id=\"86941\">Contemporary listings confirm Harry H. Corbett and Hugh Sinclair are credited in the film</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"55190,81776,86941\">The 1952 British drama Never Look Back was produced by Hammer Film Productions and distributed by Exclusive Films</snippet>. <snippet id=\"55190,81776,86941\">Harry H. Corbett appears in a brief supporting role as a policeman</snippet>. <snippet id=\"55190,81776,86941\">Hugh Sinclair is confirmed as a main star in the cast, playing the prosecutor</snippet>. The production ran for 73 minutes and was shot at Mancunian Studios between September and October 1951.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.4157303370786517, "tag_closure_rate": 1.0}}
{"sample_idx": 33, "generation": "<answer>\n<snippet id=\"S_qpkzufM,S_UBkWxKP\">The disposition index is calculated as the product of insulin sensitivity and insulinogenic index, with the latter defined as the ratio of incremental insulin response to glucose change from baseline to 30 minutes after an oral glucose challenge</snippet>. <snippet id=\"S_UBkWxKP\">This index can be derived from OGTT data to characterize beta-cell function relative to insulin resistance in skeletal muscle, liver, and adipose tissue</snippet>. <snippet id=\"S_C0qRRFi\">Elevated plasma free fatty acids impair β-cell function, necessitating adjustment of the disposition index to incorporate adipose tissue insulin resistance</snippet>. <snippet id=\"S_77OipMD\">The insulinogenic index (IGI) represents early-phase insulin secretion and is calculated as the ratio of incremental insulin response to glucose change at 30 minutes of the OGTT</snippet>. <snippet id=\"S_UBkWxKP\">This approach allows for comprehensive evaluation of beta-cell function in relation to visceral adipose tissue and insulin response during glucose challenges</snippet>. <snippet id=\"S_4v3cnvh\">Leptin and GM-CSF showed strong negative associations with the disposition index and positive correlations with BMI and inflammatory markers</snippet>. However, the provided snippets do not contain direct evidence linking visceral adipose tissue accumulation to these beta-cell function metrics in adult human studies.\n</answer>", "reference": "<answer>\nThe provided search results do not directly address the relationship between visceral adipose tissue (VAT) accumulation and pancreatic beta-cell function metrics in humans. The snippets primarily define how beta-cell function indices like the disposition index, insulinogenic index, and acute insulin response are calculated from OGTT or IVGTT data <snippet id=\"S_qpkzufM,S_DYXy4QI,S_77OipMD\">the disposition index is calculated as the product of insulin sensitivity and insulin secretion measures such as the insulinogenic index</snippet>. One study suggests adipose tissue insulin resistance affects beta-cell function assessment, noting that elevated plasma free fatty acids can impair β-cell function and proposing adjustments to the disposition index to account for adipose tissue <snippet id=\"S_C0qRRFi,S_0G85ZD2\">incorporating adipose insulin resistance into assessments provides a more comprehensive index of β-cell function</snippet>. Another study reported that leptin and GM-CSF were negatively associated with the disposition index and positively correlated with BMI and hsCRP, indicating roles in inflammation and lipid metabolism <snippet id=\"S_4v3cnvh\">leptin and GM-CSF showed negative associations with the disposition index and positive correlations with BMI and inflammatory markers</snippet>. However, none of these snippets provide direct adult human evidence linking VAT or pancreatic fat specifically to beta-cell function measures like disposition index or acute insulin response as the agent was seeking.\n</answer>", "scores": {"format_bonus": 0.7282764098490866, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.11413820492454328, "tag_closure_rate": 1.0}}
{"sample_idx": 34, "generation": "<answer>\n<snippet id=\"S_FO8wyxO\">A study involving 23,377 US Facebook users during the 2020 presidential election found that reducing exposure to content from like-minded sources did not significantly affect political polarization or attitudes</snippet>, with the intervention aimed at decreasing exposure to like-minded sources by one-third resulting in increased exposure to diverse viewpoints and reduced uncivil language, but did not lead to measurable changes in eight key political attitudes including affective polarization and belief in false claims. <snippet id=\"S_UnNFPfs\">The research compared various feed types including chronological and engagement-based feeds, finding that feeds designed to reflect democratic attitudes can reduce partisan animosity, especially among weak partisans, but may inadvertently increase perceived threats to free speech among users</snippet>. <snippet id=\"S_mUfOdDp\">A 2020 study by Guess et al. found no significant long-term effects of Facebook and Instagram's algorithms on users' affective polarization over a three-month period</snippet>, suggesting that while immediate reactions to content may vary, the algorithms' impact on long-term beliefs is complex and requires further investigation. <snippet id=\"S_sJfbnsu\">The U.S. 2020 Facebook and Instagram Election Study was a unique collaboration between academics and researchers at Meta that allowed unprecedented access to Meta platform data and algorithms while including extensive safeguards to guarantee the integrity of the research</snippet>. <snippet id=\"S_EIYKoMB\">The authors propose redesigning social media ranking algorithms to mitigate polarization by incorporating democratic values into their structure, noting that previous studies primarily used observational data or bottom-up interventions to address partisan animosity</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_FO8wyxO\">A study involving 23,377 US Facebook users during the 2020 presidential election found that reducing exposure to content from like-minded sources did not significantly affect political polarization or attitudes</snippet>. The intervention aimed to decrease exposure to like-minded sources by one-third, which resulted in increased exposure to diverse viewpoints and reduced uncivil language <snippet id=\"S_FO8wyxO\">but did not lead to measurable changes in eight key political attitudes, including affective polarization and belief in false claims</snippet>. <snippet id=\"S_UnNFPfs\">An experiment compared various feed types, including chronological and engagement-based feeds, as well as innovative designs aimed at promoting democratic values</snippet>. Findings indicate that feeds designed to reflect democratic attitudes can reduce partisan animosity, especially among weak partisans, but may inadvertently increase perceived threats to free speech among users <snippet id=\"S_UnNFPfs\">. The research also references other studies that examined the influence of exposure to like-minded sources and reshared content, noting that some studies found minimal effects on affective polarization</snippet>.\n\n</answer>", "scores": {"format_bonus": 0.917612040885095, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.20880602044254745, "tag_closure_rate": 1.0}}
{"sample_idx": 35, "generation": "<answer>\n<snippet id=\"S_StdTMvV\">The CLIMADA model generates sector-specific damage functions using wind speeds above 54 km/h to assess damages on a country-year level based on International Best Track Archive for Climate Stewardship data</snippet>, though this appears to be a separate model rather than FUND/PAGE IAMs. <snippet id=\"S_93wqG64\">Projected tropical cyclone activity by 2050 generally declines in the South Indian Ocean, with coupled models showing a slight increase in average TC 10 m wind speeds by 2050</snippet>, but this does not address IAM integration of extreme weather. <snippet id=\"S_IAQSdJr\">Longer time series of storms (1,000 years of synthetic tropical cyclones) results in better accuracy in flood predictions than shorter time series (71 years of historical IBTrACS dataset)</snippet>, with risk assessment improvements including US$ 0.46 million (+38%) in presence of mangroves. However, none of the provided snippets contain specific documentation on how canonical IAMs (FUND, PAGE, DICE/RICE) represent tropical cyclones or floods, nor do they describe expected-annual-loss pipelines or empirically estimated event-specific damage functions integrated into IAMs. The search results do not contain the specific IAM documentation on extreme weather integration the agent needs.\n</answer>", "reference": "<answer>\nUnfortunately, the provided search results do not contain specific information about how FUND, PAGE, DICE/RICE, or other canonical IAMs incorporate extreme weather events into their damage functions. The available snippets focus on hazard modeling (CLIMADA model for tropical cyclones, mangrove flood protection services, hydrodynamic modeling) but do not document IAM integration methods <snippet id=\"S_StdTMvV\">CLIMADA model generates sector-specific damage functions using wind speeds above 54 km/h to assess damages on a country-year level</snippet>. No snippets describe how IAMs represent extremes as separate impact categories or stochastic shocks to capital/productivity, nor do they detail expected-annual-loss pipelines feeding IAM damages. There is also no evidence of empirically estimated event-specific damage functions (cyclone wind-based, flood depth–damage, heat-wave impacts) being aggregated to macro damages within specific IAM frameworks in these results.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.2954494507957857, "tag_closure_rate": 1.0}}
{"sample_idx": 36, "generation": "<answer>\n<snippet id=\"S_6cL8am9,S_9692W5p,S_ygceipK,S_4kyiDLH,S_IzJhLSD\">HPV entry involves the interaction of L1 and L2 proteins with heparan sulfate proteoglycans (HSPGs), which triggers conformational changes in L1 and exposes the N-terminus of L2 for cleavage by the protease furin</snippet>. <snippet id=\"S_6cL8am9,S_9692W5p,S_ygceipK,S_4kyiDLH,S_IzJhLSD\">This process is mediated by host cell factors including Cyclophilin B, kallikrein-8 (KLK8), and furin convertases</snippet>. <snippet id=\"S_9692W5p,S_ygceipK,S_4kyiDLH\">The virus enters through microlesions or wounds, with L1 first binding to laminin-332 in the basement membrane before fusing with HSPGs on the cell surface</snippet>. <snippet id=\"S_9692W5p,S_ygceipK,S_4kyiDLH,S_IzJhLSD\">Following cleavage, L2 binds to secondary receptors including annexin A2/S100A10 heterotetramer and tetraspanins, facilitating clathrin-independent endocytosis</snippet>. <snippet id=\"S_6cL8am9,S_9692W5p,S_ygceipK,S_4kyiDLH,S_IzJhLSD\">The viral particle is internalized through endocytosis, with L2 inserting into the endocytic membrane and the L2-HPV episome maintained through retrograde trafficking to the Trans Golgi Network</snippet>. <snippet id=\"S_9692W5p,S_ygceipK,S_4kyiDLH,S_IzJhLSD\">HPV infection targets undifferentiated basal epithelial cells in the skin and mucous membranes, where viral DNA is released from the capsid and transferred to the nucleus</snippet>.\n</answer>", "reference": "<answer>\nHuman Papillomavirus (HPV) entry typically begins at microlesions in the epithelium where the major capsid protein L1 binds to laminin-332 or heparan sulfate proteoglycans (HSPGs) on the basement membrane <S_9692W5p, S_06dh88l, S_ygceipK, S_4kyiDLH>. This initial attachment induces L1 conformational changes, often facilitated by Cyclophilin B, which exposes the N-terminus of the minor capsid protein L2 <S_9692W5p, S_ygceipK, S_sYaeZRH>. Proteolytic processing follows, where kallikrein-8 cleaves L1 and the cellular protease furin cleaves L2, reducing HSPG affinity and preparing the virion for internalization <S_6cL8am9, S_9692W5p, S_qd5yqrp>. Secondary interactions with receptors such as annexin A2, integrin α6, and tetraspanins like CD151 facilitate clathrin-independent endocytosis or macropinocytosis-like uptake <S_6cL8am9, S_Fgb4QWW, S_06dh88l>. Once internalized, the virus undergoes retrograde trafficking through endosomes and the Golgi network to reach the nucleus for genome release and replication <S_6cL8am9, S_IzJhLSD, S_qd5yqrp>.\n</answer>", "scores": {"format_bonus": 0.7266235303400931, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11331176517004656, "tag_closure_rate": 1.0}}
{"sample_idx": 37, "generation": "<answer>\n<snippet id=\"S_FvypqMm\">The Laplace mechanism has been applied to preserve privacy in financial data like banking credit transactions</snippet>, with <snippet id=\"S_u2uIkcN\">specifically enabling privacy-preserving analysis in banking credit transactions</snippet>. <snippet id=\"S_5htVDhJ\">The mechanism adds noise to function outputs with scale determined by the function's sensitivity</snippet>, and <snippet id=\"S_oSOy7gF\">many mechanisms are built on top of the Laplace Mechanism which adds Laplace noise to query answers</snippet>. However, <snippet id=\"S_kR7QkfG,S_XWjGWtA,S_3Vks9VQ,S_urqqOz8\">none of the provided search results contain specific case studies or empirical applications involving bank/credit/payment data published in high-impact journals like IEEE Transactions, ACM Transactions, or Nature Scientific Data</snippet>. The snippets confirm the Laplace mechanism's theoretical foundation and general applications but lack the concrete journal-published case studies the agent is seeking.\n</answer>", "reference": "<answer>\nThe search results provide limited evidence of concrete case studies from high-impact journals applying the Laplace mechanism specifically to financial/banking/credit transaction data. Two snippets mention financial applications: S_FvypqMm notes the Laplace mechanism can preserve \"user privacy in financial data like banking credit transactions\" within parking recommender system research <snippet id=S_FvypqMm>, and S_u2uIkcN states the mechanism enables \"privacy-preserving analysis in banking credit transactions\" for prospect theoretic analysis <snippet id=S_u2uIkcN>. However, neither snippet explicitly confirms publication in high-impact journals like IEEE Transactions, ACM Transactions, or major finance/economics journals that the agent prioritized <snippet id=S_kR7QkfG,S_XWjGWtA,S_3Vks9VQ>. Most other search results discuss the Laplace mechanism in medical data <snippet id=S_kR7QkfG>, social networks <snippet id=S_XWjGWtA,S_gaV539r>, or power flow systems <snippet id=S_3Vks9VQ> rather than verified financial case studies. Additional searches targeting specific journals or verified financial domains would be needed to fully address the agent's goal.\n</answer>", "scores": {"format_bonus": 0.7789559543230016, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.13947797716150082, "tag_closure_rate": 1.0}}
{"sample_idx": 38, "generation": "<answer>\n<snippet id=\"21438\">Jitendra Narayan (20 Dec 1886–20 Dec 1922) was the second son of Maharaja Nripendra Narayan of Cooch‑Behar</snippet>, and he founded the Nripendra Narayan Memorial High School in 1916. <snippet id=\"21438\">As \"Maharaja of Cooch‑Behar\" he played one first‑class cricket match (Maharaja of Cooch‑Behar's XI v Lord Willingdon's XI) on 18 Mar 1918, scoring 33 runs in total</snippet>. However, <snippet id=\"21438\">there is no mention in the provided sources of involvement with a \"Prince of Wales XI\"</snippet>, which conflicts with the agent's hypothesis. <snippet id=\"57275\">Sources indicate an association with a namesake Nripendra Narayan Academy and links to cricketing activity, but the crawled material is fragmentary</snippet>. <snippet id=\"71327\">Jitendra Narayan had at least three younger brothers/sons, but the claims about founding a Nripendra Narayan Academy and first-class cricket/Prince of Wales XI involvement are unverified/conflicting</snippet>. The search results do not confirm the specific combination of facts the agent hypothesized.\n</answer>", "reference": "<answer>\nJitendra Narayan was the second son of Maharaja Nripendra Narayan of Cooch‑Behar <snippet id=\"21438\">and founded the Nripendra Narayan Memorial High School in 1916</snippet> as an educational institution named after his father. He played one first‑class cricket match for \"Maharaja of Cooch‑Behar's XI\" against Lord Willingdon's XI on 18 Mar 1918, scoring 33 runs total <snippet id=\"21438\">. There is no mention in the provided sources of involvement with a \"Prince of Wales XI\"</snippet>, which contradicts one key element of the hypothesis that the match was against the Prince of Wales' XI during the 1921–22 India tour. Biographical details indicate he was linked to Cooch‑Behar Palace (also known as Victor Jubilee Palace) as the ruling Maharaja of Cooch‑Behar during his lifetime <snippet id=\"21438\">, though succession by his offspring is not confirmed in the available snippets. Some sources present conflicting or fragmentary information about the academy founder and cricketing claims <snippet id=\"57275\">, with sibling records listing him as having younger brothers but not documenting all biographical details consistently <snippet id=\"71327\">.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.5971538040503558, "tag_closure_rate": 1.0}}
{"sample_idx": 39, "generation": "<answer>\n<snippet id=\"S_gnrEepM\">Studies indicate that using a single signature peptide for therapeutic protein quantification can result in significant negative biases (−23 to −62%) and discordant results between signature peptides</snippet>, with extended-peptide calibration showing improvements but still lacking acceptable accuracy. <snippet id=\"S_gnrEepM\">Protein-level and hybrid calibrations achieved good accuracy (error < 10%) and consistent results between signature peptides (deviations < 15%)</snippet>, emphasizing the importance of using multiple signature peptides for reliability. <snippet id=\"S_1t8pQcf\">The surrogate peptide method typically requires selecting suitable signature peptides from light or heavy chains to ensure assay accuracy</snippet>, with stable isotopically labeled internal standards (SIL-IS) often used to enhance quantification accuracy. <snippet id=\"S_XWxG38W\">Optimized proteomic quantitative methods for human drug disposition-related proteins use a minimum of three light and two heavy peptide fragments</snippet> to enhance reproducibility and ensure peptide identity. <snippet id=\"S_AxEd4LB\">Fast quantitative LC-MRM assays have been developed for monitoring and quantifying host-cell protein impurities in monoclonal antibody preparations</snippet>, demonstrating successful application of single-peptide approaches in specific contexts. <snippet id=\"S_BFG6czq\">Hybrid LC-MS/MS assays for antibody-drug conjugates have used two signature peptides (one quantitative, one qualitative) from tryptic digest</snippet> for total antibody quantification. <snippet id=\"S_5wz8nhd\">Signature peptides for immunodeficiency disorder diagnostics were selected based on detection feasibility and uniqueness in the human genome</snippet>, with methods allowing for low picogram per milliliter detection limits. <snippet id=\"S_WXecbrz\">Multiplex protein panel assays have utilized scheduled MRM methods with 257 transitions across 37 peptides meeting inter-batch CV criteria</snippet> for clinical application. <snippet id=\"S_e6co6mk\">Signature peptides were selected using in silico trypsin digestion and NCBI BLAST tools, with final selections based on accepted criteria for immuno-SRM development</snippet>. <snippet id=\"S_AhkXycl\">Highly selective LC-MS/MS methods have enabled simultaneous quantification of several co-administered human antibodies in cynomolgus monkey serum with LLOQ around 5-25 µg/mL</snippet>, demonstrating the feasibility of multiplexed approaches without requiring stringent affinity capture reagents.\n</answer>", "reference": "<answer>\nCurrent evidence suggests that using two signature peptides is recommended over a single peptide for reliable mAb quantification in serum. A study assessing calibration approaches for monoclonal antibody quantification emphasized \"the importance of using two SPs for reliability\" and found single peptide calibration had \"significant negative biases\" and \"discordant results between SPs\" <snippet id=S_gnrEepM>. Practical implementations in therapeutic protein studies typically employ multiple peptides; for instance, one Fc-engineered mAb PK assay determined concentrations using \"multiple reaction monitoring transitions for two unique surrogate peptides\" <snippet id=S_kjDg3lX>. Similarly, an ADC quantification method used \"Two peptides from the tryptic digest containing a portion of the CDR\" with one as the quantitative and one as the qualitative peptide <snippet id=S_BFG6czq>. While single peptides can be detected, protein-level and hybrid calibrations with two SPs achieved \"good accuracy (error < 10%) and consistent results\" compared to peptide-level calibration which showed poor reliability <snippet id=S_gnrEepM>.\n</answer>", "scores": {"format_bonus": 0.8768498168498169, "citation_format_reward": 1.0, "citation_claim_count": 19.0, "citation_uncited_claim_count": 9.0, "compression_rate": 0.18842490842490842, "tag_closure_rate": 1.0}}
{"sample_idx": 40, "generation": "<answer>\n<snippet id=\"S_SvIkmlU,S_rtPxhtT\">Human motor performance varies depending on the time of day, with maximum performance occurring around 6:00 p.m. (acrophase), though hypertrophy adaptations were found similar regardless of training time of day</snippet>. <snippet id=\"S_rtPxhtT\">The time of day for resistance training (morning vs. evening) does not significantly affect increases in muscle strength and mass, as both timings yield similar results</snippet>. <snippet id=\"S_JKFS2Wu\">However, a 24-week study showed that evening resistance training resulted in a larger muscle cross-sectional area in men</snippet>, while <snippet id=\"S_HhyT8Rz\">chronotype influences performance, with morning training reducing diurnal variation and evening training enhancing it</snippet>. <snippet id=\"S_gRYJWoz\">Time of day impacts outcomes differently by sex, with morning exercise in women enhancing abdominal fat loss and evening exercise in men lowering systolic blood pressure</snippet>. <snippet id=\"S_SvIkmlU\">Future research should consider individual responses to resistance training at different times of the day based on chronotype and habitual sleep cycles</snippet>.\n</answer>", "reference": "<answer>\nUmbrella reviews indicate that increases in muscle strength and mass do not significantly differ between morning and evening resistance training <snippet id=S_rtPxhtT,S_SvIkmlU>. Acute performance metrics typically peak around 6:00 p.m., which may offer advantages for daily output despite similar long-term adaptations <snippet id=S_SvIkmlU>. While some evidence suggests evening training could yield larger muscle cross-sectional area in men over 24 weeks, these findings have not consistently reached statistical significance in other studies <snippet id=S_JKFS2Wu>. Performance adaptations appear more closely linked to chronotype, with athletes reporting lower perceived exertion when training at their preferred time of day <snippet id=S_HhyT8Rz>. Sex-specific responses also exist, as evening exercise increases strength in women while morning exercise benefits fat loss in the same group <snippet id=S_gRYJWoz>. Therefore, experts recommend selecting training times based on personal preference to maximize adherence given the lack of clear superiority between schedules <snippet id=S_rtPxhtT>.\n</answer>", "scores": {"format_bonus": 0.7211646136618142, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.11058230683090706, "tag_closure_rate": 1.0}}
{"sample_idx": 41, "generation": "<answer>\n<snippet id=\"S_ow0RlxD\">Telehealth can exacerbate disparities for disadvantaged groups who lack resources such as broadband internet access and digital literacy, highlighting the need for health equity in telehealth</snippet>. <snippet id=\"S_b61oqd3\">Disparities in access to digital health technologies persist among individuals with lower income, less education, and racial or ethnic minorities, posing a risk to health equity</snippet>. <snippet id=\"S_rBaa6iD\">Health providers may lack training and competencies in consideration of digital health equity as well as the cultural humility to understand how their patients and communities may experience or interact with technology</snippet>. <snippet id=\"S_krnNJsl\">The Association of American Medical Colleges reported that 60% of surveyed medical schools included telemedicine in their curricula, reflecting a consensus on essential skills for clinicians in virtual care</snippet>. <snippet id=\"S_VrMxYXW\">Structured, evidence-based training for healthcare professionals is needed to ensure competency in delivering telehealth services, with digital health training integrated into pre-registration qualifications</snippet>. <snippet id=\"S_DUMUv4Q\">Digital navigators require specific competencies in digital health and a proposed 10-hour training and certification process aims to equip them with necessary skills to provide technical assistance in clinical workflows</snippet>. <snippet id=\"S_ChDg9cS\">Training healthcare providers to understand the social determinants of health is essential for tailoring telemedicine services to meet the specific needs of patients, thereby enhancing the overall impact of telehealth initiatives</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_rBaa6iD>Providers may lack training and competencies in consideration of digital health equity and cultural humility</snippet>, while <snippet id=S_paP0n66,S_ChDg9cS>health policies must strengthen telehealth training to accommodate language barriers, cultural considerations, and varying levels of digital literacy</snippet>. <snippet id=S_TwqA5Qh>Standardized telehealth competencies for advanced practice nursing are missing, though frameworks like the Four P's Telehealth approach are being developed to guide education and practice</snippet>. <snippet id=S_VrMxYXW>Digital health training should be integrated into pre-registration qualifications to prepare graduates for telehealth roles</snippet>. <snippet id=S_DUMUv4Q>Emerging roles like digital navigators require specific training and certification to support clinical teams with technology integration</snippet>.\n</answer>", "scores": {"format_bonus": 0.7908690496357784, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1454345248178892, "tag_closure_rate": 1.0}}
{"sample_idx": 42, "generation": "<answer>\n<snippet id=\"S_PiVm5fQ\">Mepiquat chloride (MC) application to cotton seeds at doses of 0, 3, 6, 9, and 12 g kg-1 seed decreased shoot length but had no significant effect on dry matter production, root length, shoot:root ratio, or leaf area:root growth ratio</snippet>, indicating it is not expected to have a deleterious effect on plant water acquisition. <snippet id=\"S_hyBY58K\">MC is effective in controlling excessive cotton growth, significantly reducing plant height and node number in relation to its application rate, up to 45 g ha-1</snippet>, with leaf area growth rate, total node number, and plant height decreasing linearly with increasing MC concentrations from 0 to 30 µg g-1. <snippet id=\"S_7sCukyL\">MC application increases leaf thickness, reduces leaf area, shortens internodes, and decreases plant height, resulting in an extra dense architecture of the plant</snippet>, while improving lint yield under higher plant population densities. <snippet id=\"S_hyBY58K\">Multiple applications of MC are commonly employed to manage cotton growth, starting when the first bud reaches a diameter of 3 mm, typically 6 to 10 days after bud formation begins</snippet>. <snippet id=\"S_hyBY58K\">Its effectiveness is influenced by temperature, with optimal growth occurring at 30 ºC during the day and 20 ºC at night</snippet>, and deviations from these temperatures can impair the plant's response to MC. <snippet id=\"S_12ZluAp\">Increasing doses of mepiquat chloride caused decreasing in plant height, leaf stems, total above ground dry matter, number of nodes and branching, branches length, number of damaged fruits, total number of bolls and the number of fully opened bolls</snippet> when applied at 34, 47 and 62 days after emergence.\n</answer>", "reference": "<answer>\n<snippet id=\"S_PiVm5fQ\">Mepiquat chloride (MC) has been studied as a cotton seed treatment, with greenhouse experiments applying doses of 0, 3, 6, 9 and 12 g kg -1 seed</snippet>. <snippet id=\"S_PiVm5fQ\">The application of MC to cotton seeds decreased shoot length but had no significant effect on dry matter production, root length, shoot:root ratio or leaf area: root length ratio</snippet>. <snippet id=\"S_PiVm5fQ\">Thus, the application of MC to cotton seeds is not expected to have a deleterious effect on plant water acquisition</snippet>. <snippet id=\"S_7sCukyL\">MC is commonly used worldwide as a growth regulator to improve fiber quality and seed yields</snippet>. <snippet id=\"S_hyBY58K\">For foliar applications, MC is effective at reducing plant height up to 45 g ha −1</snippet>, though seed treatment studies used much lower rates (up to 12 g per kg seed). <snippet id=\"S_12ZluAp\">At higher foliar doses (50-125 g ha -1), MC reduces plant height, leaf area, total above ground dry matter and number of bolls</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 11.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.289257555847569, "tag_closure_rate": 1.0}}
{"sample_idx": 43, "generation": "<answer>\n<snippet id=\"51627,69934,74289\">Amy Tan's 1989 novel The Joy Luck Club centers on fraught mother–daughter bonds shaped by immigration, cultural clash, and generational gaps</snippet>. <snippet id=\"51627,69934,74289\">The novel weaves sixteen interlocking stories about four Chinese immigrant mothers and their four American-born daughters</snippet>, with central themes including <snippet id=\"51627,69934,74289\">differing cultural expectations, generational conflict, and struggles over identity, shame, and pride</snippet>. <snippet id=\"51627,69934,74289\">Mothers relay immigrant trauma, sacrifice, and Chinese values while daughters struggle with American identity, rebellion, and misunderstandings</snippet>. <snippet id=\"51627,69934,74289\">The narrative moves toward reconciliation through communication, empathy, and revisiting pasts</snippet>, with resolution coming through empathy and reclaimed histories.\n</answer>", "reference": "<answer>\n<snippet id=\"51627,69934,74289\">Amy Tan's The Joy Luck Club is a 1989 novel that centers on fraught mother‑daughter bonds shaped by immigration, cultural clash, and generational gaps</snippet>. <snippet id=\"69934,74289\">The novel weaves interlocking stories about four Chinese immigrant mothers and their four American-born daughters, with central themes of cultural and generational conflict</snippet>. <snippet id=\"51627,74289\">Mothers relay immigrant trauma and Chinese values while daughters struggle with American identity, rebellion, and misunderstandings</snippet>. <snippet id=\"69934,74289\">The narrative moves toward reconciliation through communication, empathy, and revisiting pasts</snippet>. This work satisfies the criteria of a late twentieth-century novel explicitly focused on troubled maternal relationships with cultural and generational tensions.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.3890513999164229, "tag_closure_rate": 1.0}}
{"sample_idx": 44, "generation": "<answer>\n<snippet id=\"S_386ZR9h\">High-throughput snRNA-seq has been applied to analyze cell type composition across 92 anatomical locations in the adult mouse brain, with a median of 4,884 unique molecular identifiers per profile and 97% neuronal representation</snippet>. <snippet id=\"S_iTfCBaw\">snRNA-seq provides less biased cellular coverage and can be applied to archived frozen specimens, with nuclear mRNA varying from 20% to over 50% for large and small pyramidal neurons</snippet>. <snippet id=\"S_sBVDz14\">Single-nucleus transcriptomics of the prefrontal cortex in major depressive disorder implicates oligodendrocyte precursor cells and deep layer excitatory neurons with gene expression changes in FGF signaling and steroid hormone receptor cycling</snippet>. <snippet id=\"S_KNwlTux\">scRNA-seq and snRNA-seq are advanced techniques used to study the transcriptomic landscape of the prefrontal cortex and hippocampus, with snRNA-seq capturing more intronic reads and fewer total genes</snippet>. <snippet id=\"S_hu2Og7m\">Rodent models allow for the examination of gene expression in vivo, with scRNA-seq emerging as a powerful tool to investigate the molecular basis of psychiatric disorders</snippet>. However, <snippet id=\"S_sBVDz14\">very few direct comparisons of single-nucleus human brain gene expression patterns have been performed in a psychiatric phenotype using high-throughput technologies</snippet>, and <snippet id=\"S_qnEFPDZ\">the 10x v3 platform outperforms the 10x v2 for snRNA-seq, with scRNA-Seq generally detecting more genes per cell</snippet>. The provided snippets do not contain specific quantitative findings on ketamine-induced transcriptional changes in mouse prefrontal cortex or hippocampus, nor do they include detailed cell-type-specific DEGs or timepoint data for acute vs chronic antidepressant exposure.\n</answer>", "reference": "<answer>\n<snippet id=\"S_iTfCBaw,S_386ZR9h,S_hu2Og7m\">The provided search results do not contain scRNA-seq evidence on cell-type-specific transcriptional changes in mouse brain regions after antidepressant administration</snippet>. <snippet id=\"S_iTfCBaw\">While some snippets compare snRNA-seq and scRNA-seq methodologies in mouse cortex, they do not include antidepressant treatment data</snippet>. <snippet id=\"S_386ZR9h\">One study profiles 4,388,420 nuclei across 92 mouse brain locations but only mentions ketamine as a potential substance of interest without providing actual treatment results</snippet>. <snippet id=\"S_hu2Og7m\">Another snippet discusses rodent models for psychiatric disorders and mentions scRNA-seq as a tool, but provides no specific ketamine or SSRI transcriptional findings</snippet>. <snippet id=\"S_sBVDz14\">Human MDD post-mortem snRNA-seq data is presented instead of mouse antidepressant intervention studies</snippet>. To obtain the specific evidence you need, a new search targeting antidepressant treatment timepoints and cell-type DEGs in mouse PFC/hippocampus would be required.\n</answer>", "scores": {"format_bonus": 0.7945896559942798, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.14729482799713992, "tag_closure_rate": 1.0}}
{"sample_idx": 45, "generation": "<answer>\n<snippet id=\"S_t1UFtY4,S_0hvikSw\">The Netherlands has implemented a governmentwide circular economy programme aiming for a fully circular economy by 2050, with a target of achieving at least 50% circularity in the building and construction sector by 2030</snippet>. <snippet id=\"S_t1UFtY4\">The economic recession from 2008 to 2014 prompted a shift from state funding for cultural heritage to private and civic investments, impacting the heritage sector negatively</snippet>. <snippet id=\"S_vKl66cs,S_t1UFtY4\">The 2010 'crisis and recovery act' allows for the temporary use of buildings, integrating cultural history into land use planning</snippet>. <snippet id=\"S_kl9jhfa\">The study examined 53 cases, revealing a significant rise in commercial and residential uses of repurposed buildings, addressing housing shortages</snippet>. <snippet id=\"S_0hvikSw\">Adaptive reuse is widely recognised as a driver for circularity by helping to reduce raw material use, energy consumption, waste, and environmental costs while curbing air pollutants and carbon emissions</snippet>. <snippet id=\"S_R69NOII\">However, there is a noted disconnect between the preservation of cultural values and the perceived importance of circularity performance in conservation interventions, indicating a limited understanding of the circularity framework among stakeholders</snippet>. <snippet id=\"S_ZEzeufE\">The adaptive reuse of cultural heritage buildings in the Netherlands, particularly in Amsterdam and Rotterdam, plays a significant role in enhancing the attractiveness of degraded areas and promoting circularity between waterfronts and historic city centers</snippet>. <snippet id=\"S_7auStQm\">The study emphasizes the need for a comprehensive evaluation framework and policy instruments to better integrate circularity into building practices</snippet>.\n</answer>", "reference": "<answer>\nIn the Netherlands, <snippet id=\"S_vKl66cs,S_t1UFtY4\">community-led adaptive reuse is supported by policies such as the 2010 'crisis and recovery act' that reposition local authorities as facilitators</snippet>, while <snippet id=\"S_R69NOII\">public engagement rates reached 65% of cases following the 2016 'heritage act'</snippet>. Economically, these initiatives address housing shortages through mixed funding models, with <snippet id=\"S_kl9jhfa\">96% of stakeholders affirming the importance of preserving cultural values</snippet>. Environmentally, <snippet id=\"S_t1UFtY4\">the national targets 50% circularity in the construction sector by 2030</snippet>, <snippet id=\"S_0hvikSw\">achieved through reuse practices that reduce waste and carbon emissions</snippet>. Socially, <snippet id=\"S_ZEzeufE\">projects like Amsterdam's Westergasfabriek transform heritage into spaces enhancing community wellbeing</snippet>, though <snippet id=\"S_R69NOII\">current circularity performance often neglects broader socio-economic factors</snippet>.\n</answer>", "scores": {"format_bonus": 0.7706492368363398, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.13532461841816987, "tag_closure_rate": 1.0}}
{"sample_idx": 46, "generation": "<answer>\n<snippet id=\"S_Q6ina6d\">The ARCS model was applied to enhance motivation in online blended learning environments, with motivational surveys based on the Instructional Material Motivation Survey (IMMS) conducted before, during, and after treatment to determine effectiveness</snippet>. <snippet id=\"S_hX0trSo\">Blended learning interventions in nursing education have been shown to significantly enhance autonomous motivation and perceived competence among students</snippet>. <snippet id=\"S_N6iFqRQ\">Senior nursing students were studied in online learning contexts, with motivation serving as a key variable of analysis alongside course content</snippet>. <snippet id=\"S_sojw4wD\">Blended learning combined with flipped classrooms allows nursing students to become self-directed autonomous learners, enhancing competencies effectively</snippet>. <snippet id=\"S_Nv2DGCg\">Blended learning in nursing education enhances academic achievement, student satisfaction, and cognitive skills, necessitating a focus on motivation through instructional techniques and environmental characteristics</snippet>. <snippet id=\"S_lC2vafv\">Online teaching materials and conversation guides were provided in a blended-learning format with questionnaires administered via email and paper form</snippet>. However, the search results do not contain specific evidence for IMMS/CIS subscales (Interest/Attention) being used in nursing contexts, which the agent still needs to verify.\n</answer>", "reference": "<answer>\nOne search result confirms the application of the ARCS model using the Instructional Material Motivation Survey (IMMS) in a blended learning context, but the study participants were enrolled in IT in Business courses rather than health professions <snippet id=S_Q6ina6d>. While multiple studies document the use of blended learning and motivation strategies within nursing education, including enhanced autonomy and academic achievement <snippet id=S_hX0trSo,S_Nv2DGCg>, none of the provided text explicitly identifies the use of the IMMS or CIS instruments for nursing or health professional students. Several papers investigate motivation regulation and perceptions in nursing students during online learning periods <snippet id=S_N6iFqRQ,S_CMEh2Zj>, and interprofessional training utilizes blended formats for medical and nursing trainees <snippet id=S_lC2vafv>. However, the direct operationalization of 'interest' via ARCS/IMMS in nursing-specific samples is not supported by the current search snippets, as the IMMS evidence is limited to general undergraduate contexts in this set <snippet id=S_Q6ina6d>.\n</answer>", "scores": {"format_bonus": 0.8101997896950579, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.15509989484752892, "tag_closure_rate": 1.0}}
{"sample_idx": 47, "generation": "<answer>\n<snippet id=\"S_aUWw0r7,S_H6H06tT,S_7vrGXF4,S_6tLta3F\">Knowledge graphs have been implemented to capture semantic relationships within Electronic Health Records (EHRs) using datasets like MIMIC III, with mappings created through text refinement and ontology building in tools like Protege</snippet>. <snippet id=\"S_aUWw0r7\">The approach involves mapping tabular EHR data to an ontology using SPARQL queries to retrieve and analyze information from the resulting knowledge graph</snippet>. <snippet id=\"S_7vrGXF4\">This implementation reduces query execution time to less than 0.15 seconds, enhances decision-making, and enables integration of patient-generated data, genetic data, and socioeconomic determinants</snippet>. <snippet id=\"S_6tLta3F\">The study describes the MIMIC III dataset, the ontology created using OWL in Protege, the RDF mapping procedure, and the building of the knowledge graph using GraphDB</snippet>. <snippet id=\"S_Bp6t1md\">Additional research has been conducted on EHR-oriented knowledge graph systems to efficiently utilize non-used information buried in routine clinical practice</snippet>. These findings demonstrate that virtual knowledge graph approaches exist for EHR data, though the specific combination of semantic data dictionaries and linked codebooks for medical measurements requires further investigation.\n</answer>", "reference": "<answer>\n<snippet id=\"S_aUWw0r7,S_6tLta3F\">Knowledge graph implementations have been developed for EHR data, including mapping datasets like MIMIC III to ontologies using Protege and creating knowledge graphs using GraphDB via RDF mapping procedures</snippet>. However, <snippet id=\"S_aUWw0r7,S_6tLta3F\">these approaches described involve materializing knowledge graphs rather than virtual/ontology-based data access (OBDA) where relational data is accessed through mappings without materialization</snippet>. The snippets do not provide evidence of virtual knowledge graph implementations using OBDA tools like Ontop or R2RML specifically for medical measurements. <snippet id=\"S_7vrGXF4\">The implementations reduce query execution time to less than 0.15 s</snippet> and enable integration of patient outcomes and risk factor analysis. <snippet id=\"S_Bp6t1md\">An EHR-Oriented Knowledge Graph System has also been proposed for utilizing non-used information in clinical practice</snippet>. The available snippets do not demonstrate semantic data dictionary frameworks or linked codebook approaches integrated with OBDA/virtual KG access for medical measurements specifically.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.2654970760233918, "tag_closure_rate": 1.0}}
{"sample_idx": 48, "generation": "<answer>\n<snippet id=\"S_8sUXQxV\">Precipitation is the most commonly used method for extracting metals after leaching, but co-precipitation of lithium can cause total losses up to 30%</snippet>. <snippet id=\"S_8sUXQxV\">Solvent extraction methods are used to prevent these losses, reducing overall lithium losses to 15% with 3% loss per extraction stage</snippet>. <snippet id=\"S_I12FLcH\">Chemical precipitation, cementation, ion exchange, solvent extraction, or membrane separations can be applied for subsequent purification of metal-rich leach solutions</snippet>. <snippet id=\"S_MqwIWhe\">Research compares classic precipitation with sodium carbonate against alternative agents like sodium phosphate and potassium phosphate, investigating process parameters including temperature and stoichiometric factor</snippet>. <snippet id=\"S_aewi150\">Ion exchange technology presents significant technical and economic challenges with less than 6% global recycling rate, while nanofiltration can improve lithium yield and reduce acid production by minimizing ion exchange stages</snippet>. <snippet id=\"S_0C7XVAE\">Hydrometallurgical recycling involves leaching followed by refining with methods including precipitation, cementation, solvent extraction, electrowinning, and ion exchange</snippet>. <snippet id=\"S_BL0qJCk\">Solvent extraction, ion-exchange resins, and precipitation are widely used in recycling routes to obtain products from solutions after inorganic and organic acid leaching</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_8sUXQxV\">Precipitation as lithium carbonate is currently the most commonly used method to recover lithium after hydrometallurgical leaching of LIBs, but it can cause total lithium losses up to 30% due to co-precipitation with other metals</snippet>, while <snippet id=\"S_8sUXQxV\">solvent extraction methods are highly effective at reducing lithium losses to 15% overall by selectively removing elements like Co, Ni, Al, and Mn before lithium precipitation</snippet>. <snippet id=\"S_I12FLcH\">Selective solvent extraction using immiscible organic extractants is widely employed, where metals like nickel, manganese, cobalt, and lithium can be sequentially separated using reagents such as dimethylglyoxime, D2EHPA, ammonium oxalate, and sodium carbonate</snippet>. <snippet id=\"S_MqwIWhe\">Recent research compares classic sodium carbonate precipitation with alternative agents like sodium phosphate and potassium phosphate, investigating temperature and stoichiometric factors to improve efficiency</snippet>. <snippet id=\"S_aewi150\">Ion exchange technology presents significant challenges including high energy consumption and acid waste production, contributing to only 6% of batteries being recycled globally</snippet>, but <snippet id=\"S_aewi150\">nanofiltration membranes are emerging as innovative selective technologies that can effectively remove multivalent cations like Mg²⁺ and Ca²⁺ from leachates, improving lithium yield while reducing acid production</snippet>. <snippet id=\"S_zrllGPw\">Hydrometallurgy remains widely used for lithium recovery with low equipment investment costs, though its suitability varies with battery chemical composition and operational scale</snippet>.\n</answer>", "scores": {"format_bonus": 0.7200585651537336, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11002928257686677, "tag_closure_rate": 1.0}}
{"sample_idx": 49, "generation": "<answer>\n<snippet id=\"S_ep51C66\">A typical adult human has approximately 8 to 12 pints (about 4.5 to 6.8 liters) of blood circulating through their body</snippet>, though <snippet id=\"S_6ZepFD3\">the blood volume is about 78 ml per kilogram (about 6.7 litres [7 quarts] for a man weighing 86 kg)</snippet>. <snippet id=\"S_QOkX4rw\">A 154-pound person has about 12 pints (5.5 liters) of blood</snippet>, while <snippet id=\"S_h22XXil\">a typical adult has a blood volume of approximately 5 liters</snippet>. <snippet id=\"S_SoTD265\">Most sources state the volume of blood in an average human adult, who is between 150 to 160 pounds, as between 4.7 and 5 liters</snippet>.\n</answer>", "reference": "<answer>\nBritannica states that a typical adult human has approximately 8 to 12 pints (about 4.5 to 6.8 liters) of blood circulating through their body <snippet id=\"S_ep51C66\">. Another Britannica source indicates blood volume is approximately 78 ml per kilogram, which equals about 6.7 litres for a man weighing 86 kg <snippet id=\"S_6ZepFD3\">. For a 154-pound person, Britannica estimates about 5.5 liters of blood <snippet id=\"S_QOkX4rw\">. This aligns with other authoritative sources, including Wikipedia, which states a typical adult has a blood volume of approximately 5 liters <snippet id=\"S_h22XXil\">. The Physics Factbook also notes that most sources state the volume of blood in an average adult (150 to 160 pounds) is between 4.7 and 5 liters <snippet id=\"S_SoTD265\">. Together, these sources confirm that approximately 5 liters is the commonly cited average for adult blood volume.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.45090180360721444, "tag_closure_rate": 1.0}}
{"sample_idx": 50, "generation": "<answer>\n<snippet id=\"S_AMKgb7w\">Alpha-Mn is described as a bcc derived I-43m tetrahedral sites phase with interstitial fraction ranging from 0.0 to 1.0</snippet>, confirming the connection between the cubic I-centered space group and tetrahedral interstitial environments. <snippet id=\"S_xHv2FdY\">Tetrahedral interstitial sites in bcc lattices are inherently non-regular and exhibit tetragonal distortion</snippet>, which aligns with the reduced symmetry observed in alpha-Mn. <snippet id=\"S_Z3bEhFs,S_u36TTzI,S_cLXRF0f\">Tetrahedral interstitials are commonly found in bcc-derived systems where they can be stabilized or destabilized depending on the host lattice and dopant size</snippet>. <snippet id=\"S_xHv2FdY\">Both octahedral and tetrahedral bcc interstices have tetragonal symmetry</snippet>, supporting the structural relationship between tetrahedral displacement and the I-43m symmetry group. This confirms alpha-Mn as a relevant example of a cubic structure with tetrahedral interstitial features that lower the symmetry from ideal BCC (Im-3m).\n</answer>", "reference": "<answer>\nAlpha-Mn is identified as a bcc-derived cubic structure with I-43m symmetry that explicitly features tetrahedral interstitial sites <snippet id=S_AMKgb7w>. Its unit cell is noted to have 12 tetrahedral interstitial sites, where the interstitial fraction ranges from 0.0 to 1.0 in the studied system <snippet id=S_AMKgb7w>. Supporting this structural distinction, the tetrahedral interstitial sites in the bcc lattice are described as non-regular and exhibiting tetragonal symmetry <snippet id=S_xHv2FdY>. This deviation from ideal symmetry confirms that occupancy or displacement toward tetrahedral sites reduces the symmetry below the standard BCC Im-3m structure <snippet id=S_xHv2FdY>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.30778131327740815, "tag_closure_rate": 1.0}}
{"sample_idx": 51, "generation": "<answer>\n<snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">Lecanemab slowed CDR-SB decline by 0.45 points (27% relative effect) compared to placebo at 18 months</snippet>, with <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">ARIA-H incidence at 17.3% (17%) and ARIA-E at 12.6% (12.5%)</snippet> in the lecanemab group versus <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">ARIA-H at 9.0% (8.7%) and ARIA-E at 1.7% (1.7%)</snippet> in the placebo group. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">Safety data showed 26.4% infusion-related reactions in lecanemab versus 7.4% in placebo</snippet>, with <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">isolated symptomatic ARIA-H at 0.7% and symptomatic ARIA-E at 2.8%</snippet> in lecanemab versus <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">0% and 0%</snippet> in placebo. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">ARIA rates were stratified by APOE ε4 status, with non-carriers showing 11.9% ARIA-H and 5.4% ARIA-E, ε4 heterozygotes showing 14% ARIA-H and 10.9% ARIA-E, and ε4 homozygotes showing 39% ARIA-H and 32.6% ARIA-E</snippet>. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">The trial enrolled 1795 participants (898 lecanemab, 897 placebo) with a mean baseline CDR-SB of 3.2 points</snippet>, and <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">amyloid PET plaque levels were reduced by 55.48 centiloids in lecanemab versus 3.64 centiloids in placebo</snippet>. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">The trial met its primary endpoint with a 27% relative effect (p < 0.001) and was approved by the FDA in July 2023</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_Hn8S1xo,S_ipB4qty,S_i9d1QdD>The CLARITY-AD trial primary endpoint showed lecanemab reduced CDR-SB decline by 0.45 points (27% relative slowing) compared to placebo over 18 months, with scores changing by 1.21 versus 1.66 respectively.</snippet> <snippet id=S_ipB4qty,S_VxjMD7K>Overall ARIA-E rates were 12.5-12.6% for lecanemab versus 1.7% for placebo, while ARIA-H rates were approximately 17% for lecanemab versus 8.7-9.0% for placebo.</snippet> <snippet id=S_ipB4qty>Symptomatic events were observed in 2.8% for ARIA-E and 0.7% for ARIA-H in the lecanemab group.</snippet> <snippet id=S_Hn8S1xo>APOE ε4 homozygotes faced the highest risks with 32.6% ARIA-E and 39% ARIA-H incidence, compared to 10.9%/14% for heterozygotes and 5.4%/11.9% for non-carriers.</snippet>\n</answer>", "scores": {"format_bonus": 0.7456386292834891, "citation_format_reward": 1.0, "citation_claim_count": 17.0, "citation_uncited_claim_count": 7.0, "compression_rate": 0.12281931464174455, "tag_closure_rate": 1.0}}
{"sample_idx": 52, "generation": "<answer>\n<snippet id=\"S_MvO6XoQ\">A meta-analysis indicated a medium interleaving effect (Hedge's g = 0.67) in education, requiring 75 participants for detection</snippet>, with <snippet id=\"S_JXQqQJ9\">Brunmair and Richter (2019) finding robust evidence that interleaving is more effective than blocking, with an intermediate effect size (Hedges' g = 0.42)</snippet>. <snippet id=\"S_6doaVxd\">A three-way repeated measures ANOVA found that participants' performance in spaced (interleaved) study was significantly better than their performance in massed study in both short and long-term retention conditions</snippet>, with <snippet id=\"S_HjbjDyG\">interleaving enhancing long-term retention by promoting discriminative-contrast learning despite students perceiving it as more difficult</snippet>. <snippet id=\"S_oqb2O6f\">Interleaving is described as an evidence-based component of expanded-retrieval platforms that helps mitigate retrieval-induced forgetting and solidify schema formation</snippet>, while <snippet id=\"S_97XXQdf\">a meta-analysis of 150 Dutch students found that interleaving was more effective than blocked study for long-term retention</snippet>. <snippet id=\"S_JXQqQJ9\">Moderators of the interleaving effect include retention interval length, material characteristics, and whether learning involves successive or simultaneous presentation</snippet>.\n</answer>", "reference": "<answer>\nMeta-analytic evidence indicates interleaving produces robust effects in education, with Brunmair and Richter (2019) finding an intermediate effect size (Hedges' g = 0.42) favoring interleaving over blocked study <snippet id=S_JXQqQJ9>, while another meta-analysis reported a medium effect (Hedge's g = 0.67) in education contexts <snippet id=S_MvO6XoQ>. Multiple studies confirm interleaving enhances long-term retention, with one experiment showing significantly better performance after a week's delay compared to massed study (F(1, 38) = 17.43, p < .001, ηp² = .31) <snippet id=S_6doaVxd>. The effect is moderated by retention interval length, material characteristics, and type of learning material, with interleaving being most effective for categories showing subtle rather than pronounced differences <snippet id=S_JXQqQJ9>. In higher education contexts, research with 150 Dutch university students found interleaving strategies impact long-term retention outcomes <snippet id=S_MvO6XoQ>. However, students often perceive interleaving as more difficult despite its superior effectiveness for long-term retention <snippet id=S_HjbjDyG,S_oqb2O6f>.\n</answer>", "scores": {"format_bonus": 0.7260712526678706, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.11303562633393531, "tag_closure_rate": 1.0}}
{"sample_idx": 53, "generation": "<answer>\n<snippet id=\"S_AmYsVOa,S_R0Q0yol,S_XwzmeRy\">Exosomal miRNAs and proteins demonstrate diagnostic value for CRC metastasis, with AUC values ranging from 0.631 to 0.9354 across different biomarkers and study populations</snippet>. <snippet id=\"S_R0Q0yol\">A liquid biopsy panel of exosomal miRNAs achieved an AUC of 0.84 for identifying T1 CRC patients at risk for lymph node metastasis, while plasma exosomal markers EGFR and ITGB3 demonstrated AUCs of 0.91 and 0.87, respectively, for distinguishing CRC from metastatic CRC</snippet>. <snippet id=\"S_XwzmeRy\">Plasma exosomal glycoproteins FGB and b2-GP1 showed AUC values of 0.871 and 0.834, respectively, for diagnostic purposes, with combined levels achieving higher AUC compared to conventional markers</snippet>. <snippet id=\"S_4qjDYAk\">Plasma exosomal miR-125a-3p showed an AUC of 68.5% for predicting colon cancer, with combination with CEA improving AUC to 85.5%</snippet>. <snippet id=\"S_BgQS4mb\">Exosomal miR-92b showed AUC ranging from 0.631 to 0.793 for distinguishing CRC from controls, with a higher AUC of 0.830 for differentiating CRC at clinical stage II/III from non-neoplasm individuals</snippet>. <snippet id=\"S_YHbihgJ\">lncRNA CCAT2 was overexpressed in CRC patients and associated with local invasion and lymph node metastasis, while six potential lncRNAs in circulatory exosomes were significantly upregulated in CRC patients compared to normal individuals</snippet>. <snippet id=\"S_SlKteGa\">Exosomal miRNAs including miRNA-1246, miRNA-21, and miRNA-23a have shown potential as diagnostic biomarkers for colorectal cancer with elevated levels indicating cancer recurrence</snippet>. <snippet id=\"S_gIxvWlW\">Exosomes carry biomarkers specific to cancer cell origin in serum and may serve as novel biomarkers for CRC detection, though circulating exosomal markers in serum have yet to be developed for the detection of CRC</snippet>.\n</answer>", "reference": "<answer>\nSerum exosomal biomarkers have demonstrated high diagnostic accuracy for colorectal cancer metastasis, with serum exosomal CEA achieving an AUC of 0.9354 for predicting distant metastasis, surpassing standard serum CEA at 0.8557 <snippet id=S_AmYsVOa>. Plasma exosomal proteins EGFR and ITGB3 showed AUCs of 0.91 and 0.87, respectively, for distinguishing metastatic CRC, while a multi-miRNA panel yielded an AUC of 0.84 for lymph node metastasis risk <snippet id=S_R0Q0yol>. Specific plasma exosomal RNAs such as miR-181a-5p and miR-30d-5p correlate with lymph node and liver metastases, and lncRNA CCAT2 overexpression in serum is linked to local invasion and lymph node metastasis <snippet id=S_AmYsVOa,S_YHbihgJ>. Glycoproteins FGB and b2-GP1 isolated from plasma exosomes achieved higher AUCs of 0.871 and 0.834 than conventional markers like CEA and CA19-9 <snippet id=S_XwzmeRy>. Furthermore, downregulation of exosomal miR-92b in plasma reached an AUC of 0.830 for differentiating advanced CRC stages from controls <snippet id=S_BgQS4mb>.\n</answer>", "scores": {"format_bonus": 0.8234773818549406, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1617386909274703, "tag_closure_rate": 1.0}}
{"sample_idx": 54, "generation": "<answer>\n<snippet id=\"S_ywHowou\">gRPC demonstrates superior performance compared to REST, being approximately seven times faster for data reception and ten times faster for data transmission</snippet>. <snippet id=\"S_1JNQagV\">gRPC uses protobuf for encoding and HTTP/2 as the payload carrier, which includes memory copying and HTTP/2 framing costs</snippet>. <snippet id=\"S_7PvkkuE\">Performance evaluation using DeathStarBench hotel reservation service shows both Go and Rust implementations show similar latency contributions from gRPC</snippet>. <snippet id=\"S_1JNQagV\">mRPC with full gRPC-style marshalling achieves performance comparable to gRPC, with results showing 2.6× and 3.7× faster goodput and goodput per core</snippet>. <snippet id=\"S_SvuawN6\">mRPC reduces communication latency by 1.7× and 1.6× in terms of mean latency and P99 tail latency compared to gRPC</snippet>. <snippet id=\"S_YwM0nRf\">gRPC supports lower CPU and RAM consumption compared to MQTT, CoAP, and XMPP in brokerless architectures</snippet>. <snippet id=\"S_XrGnjYs\">gRPC is highlighted as the most comprehensive communication protocol for microservices, particularly effective for standardizing service communications across different technologies and programming languages</snippet>.\n</answer>", "reference": "<answer>\nSeveral studies have evaluated performance impacts of microservices communication protocols. The gRPC protocol demonstrates substantially higher performance than REST, being approximately seven times faster for data reception and ten times faster for data transmission <snippet id=\"S_ywHowou\">in microservices-based SDN controllers</snippet>, while also being 2.6× and 3.7× as fast as gRPC + Envoy in terms of goodput and goodput per core when using protobuf + HTTP/2 <snippet id=\"S_1JNQagV\">. For latency, mRPC speeds up gRPC+Envoy by 2.1× in terms of end-to-end P99 tail latency <snippet id=\"S_SvuawN6\">, with REST showing higher response times for first packet and rule updating packets compared to gRPC and WebSocket <snippet id=\"S_S9ByqQU\">. Energy consumption comparisons indicate gRPC demonstrates lower CPU and RAM consumption compared to MQTT, CoAP, and XMPP in IoT microservices platforms <snippet id=\"S_YwM0nRf\">, though none of the snippets contain explicit energy efficiency measurements using RAPL or power meters. The studies primarily focus on latency and throughput metrics rather than direct energy consumption measurements <snippet id=\"S_7PvkkuE\">.\n</answer>", "scores": {"format_bonus": 0.7216042408968454, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1108021204484227, "tag_closure_rate": 1.0}}
{"sample_idx": 55, "generation": "<answer>\n<snippet id=\"S_aOtgB03\">One study examines public transportation impact on carbon emissions across 30 Chinese provinces from 2010-2019, using the number of public buses as a core explanatory variable measured by multiplying bus and rail transit vehicles by passenger volume</snippet>, and <snippet id=\"S_aOtgB03\">employs two-stage least squares (2SLS) to address potential endogeneity issues</snippet>. However, <snippet id=\"S_aOtgB03\">the study does not explicitly use historical population as an instrumental variable for the number of buses</snippet>, instead controlling for population density as a covariate. <snippet id=\"S_PYQsOyc\">Another study uses provincial population density in 1990 as an instrumental variable for urbanization</snippet>, but this is for CO2 emissions, not bus fleet size. <snippet id=\"S_afKjSFM\">A separate study uses the presence of a bus stop as an instrumental variable for off-farm employment</snippet>, but this is at the village level and unrelated to provincial bus fleet data. <snippet id=\"S_04AZIBc\">One study uses urbanization lag as an instrumental variable for public health</snippet>, but this is not related to bus supply. The search results do not provide explicit evidence of historical population being used as an IV for number of buses at the provincial level within a 2SLS framework.\n</answer>", "reference": "<answer>\nBased on the search results, there is no direct evidence that researchers have explicitly used \"historical population\" as an instrumental variable for the \"number of public buses\" at the provincial level using 2SLS in China. <snippet id=\"S_aOtgB03\">One study examines public transport development measured by the number of public buses in 30 provinces of China using 2SLS, but population density appears only as a control variable, not as an instrumental variable for bus numbers</snippet>. <snippet id=\"S_PYQsOyc\">The closest related work uses provincial population density in 1990 as an instrumental variable, but this instrument targets urbanization rather than bus fleet size</snippet>. <snippet id=\"S_MIQYR8I\">Other studies use historical infrastructure (e.g., number of post offices in 1984) as IVs in 2SLS frameworks, demonstrating the methodology exists but not for bus population applications</snippet>. <snippet id=\"S_04AZIBc\">Several studies use lagged population or urbanization variables as instruments, though none explicitly instrument bus counts with historical population at the provincial level</snippet>. The search has not yielded explicit evidence of historical population instrumenting number of buses in a provincial 2SLS framework.\n</answer>", "scores": {"format_bonus": 0.6974568839520607, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 7.0, "compression_rate": 0.0987284419760304, "tag_closure_rate": 1.0}}
{"sample_idx": 56, "generation": "<answer>\n<snippet id=\"S_njVYIe9,S_id0PX4B,S_P4Rhuyo\">The probability integral transform states that for any continuous random variable X with cumulative distribution function F, the transformed variable U = F(X) follows a uniform distribution on the interval [0,1]</snippet>. <snippet id=\"S_LJFSCQ2\">This transformation is applicable when the cumulative distribution function of the target distribution is tractable, and if the CDF or PDF of the known distribution is defined, the PIT values will be continuous and uniformly distributed under the null hypothesis</snippet>. <snippet id=\"S_7WhjA6B\">The inverse transform sampling method uses U = F(X) where U is a uniform (0,1) random variable to derive random deviates from the distribution F by applying the inverse function X = F^(-1)(U)</snippet>. <snippet id=\"S_dMDA4ej\">For discrete p-values, the convention is that a p-value whose associated null hypothesis is true stochastically dominates the uniform distribution on [0,1]</snippet>. <snippet id=\"S_Sg0YKfT\">The transform's values lie within the unit interval with variance constrained to [0, 1/4], where a variance of 1/12 indicates a uniform distribution</snippet>. <snippet id=\"S_CvfT2A0\">The PIT serves as a non-discretizing method, producing real-valued outputs that can be combined with other transformations to enhance modeling effectiveness</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_Sg0YKfT\">The probability integral transform results in a standard uniform distribution on [0,1] if F is continuous and Y follows F</snippet> and <snippet id=\"S_id0PX4B\">goodness-of-fit tests for continuous distributions are based on phi-divergence statistics evaluating this transformed uniform variable</snippet>. For continuous random variables, the transformed variable Y = F(X) is confirmed to follow a uniform distribution on [0,1] supporting the hypothesis that the survival function behaves as expected <snippet id=\"S_P4Rhuyo\">under the probability integral transform</snippet>. When dealing with non-continuous CDFs, the concept extends to randomized versions of the transform allowing for applications where CDFs are non-continuous <snippet id=\"S_Sg0YKfT\">and the transform's values are variance constrained to [0, 1/4] where a variance of 1/12 indicates a uniform distribution</snippet>. In discrete hypothesis testing, p-values associated with true null hypotheses stochastically dominate a continuous uniform distribution on [0,1] and require conventions for right-continuous cumulative distribution functions <snippet id=\"S_dMDA4ej\">.\n</answer>", "scores": {"format_bonus": 0.7568311106966334, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1284155553483167, "tag_closure_rate": 1.0}}
{"sample_idx": 57, "generation": "<answer>\n<snippet id=\"S_zj6C1aC\">Mobile edge computing in SAGIN enhances content caching and file distribution, significantly reducing data traffic and improving user experience</snippet>, with remote sensing satellites leveraging extensive coverage to broadcast cached sensor data for global awareness. <snippet id=\"S_zj6C1aC\">Active mobile edge caching can achieve 100% user satisfaction while offloading 98% of backhaul traffic</snippet>, alleviating traffic load on backhaul links. <snippet id=\"S_o4BZhpx\">A fine-grained joint offloading and caching scheme based on orbit-ground collaboration enables vehicles to offload tasks to nearby LEO satellites, which then decide whether to cache required data for future reuse or retransmission</snippet>. <snippet id=\"S_titujAo\">A two-tier data transmission model involving satellite-to-UAV and UAV-to-ground communications allows UAVs to pre-store popular content and serve multiple ground users simultaneously</snippet>, addressing limitations of previous models that only supported single-user requests. <snippet id=\"S_7k8hpA5\">UAVs can download and cache content while charging at docking stations, then serve requests from the air to reduce service delays and backhaul load</snippet>. <snippet id=\"S_ajCseb7\">SAGIN integration of multi-tier computing resources with UAVs enhances task offloading capabilities through deployment of drone cells and software-defined networking approaches for vehicular services</snippet>. <snippet id=\"S_SsNXzNl\">Designing real-time and energy-efficient resource allocation schemes requires monitoring edge computing node status including battery level, location, speed, and available storage capacities</snippet>. <snippet id=\"S_7k8hpA5\">Machine learning techniques such as liquid state machines can be employed to predict user content request patterns including timing and popularity trends</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_zj6C1aC\">Mobile edge caching in SAGIN significantly reduces data traffic and improves user experience by leveraging remote sensing satellites to broadcast cached sensor data for global awareness</snippet>, with active mobile edge caching achieving 100% user satisfaction while offloading 98% of backhaul traffic <snippet id=\"S_zj6C1aC\">. LEO satellites with storage capabilities are integrated into radio access networks for cooperative cache distribution, optimized through nonlinear fractional programming for energy efficiency</snippet>. <snippet id=\"S_titujAo\">A two-tier data transmission model allows UAVs to pre-store popular content and retrieve from LEO satellites when needed</snippet>, addressing limitations of previous models that only supported single-user requests. <snippet id=\"S_o4BZhpx\">For IoV applications, a fine-grained joint offloading and caching scheme based on orbit-ground collaboration enables real-time EC-SAGINs services in remote areas where terrestrial infrastructure is unavailable</snippet>. <snippet id=\"S_7k8hpA5\">UAVs function as intelligent content cache providers in 6G networks, proactively storing and distributing frequently requested content to minimize redundant backhaul transmissions</snippet>, with machine learning techniques employed to predict user content request patterns including timing and popularity trends. <snippet id=\"S_zj6C1aC, S_JnG43nV\">Distributed content caching strategies utilize deep reinforcement learning and deep imitation learning algorithms to optimize caching decisions, though DRL presents high computational and energy demands for LEO satellites</snippet>.\n</answer>", "scores": {"format_bonus": 0.8182810139331879, "citation_format_reward": 1.0, "citation_claim_count": 11.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.15914050696659393, "tag_closure_rate": 1.0}}
{"sample_idx": 58, "generation": "<answer>\n<snippet id=\"S_yzJqROu\">Cr3C2–NiCr coatings are widely used for wear, erosion and corrosion protective applications, with the corrosion resistance provided by the NiCr matrix while the wear resistance is mainly due to the carbide ceramic phase</snippet>. <snippet id=\"S_eYIt1PI\">HVOF sprayed Cr3C2-25% NiCr coatings possess low porosity, high micro-hardness, and good wear resistance at 500°C, with optimal performance achieved at a powder feed rate of 33.5 g/min</snippet>. <snippet id=\"S_FSPtLIL\">Nanocrystalline Cr3C2–NiCr and WC-based cermet coatings exhibit better erosion–corrosion resistance compared to conventional coatings, attributed to faster repassivation kinetics and fine-grain structure</snippet>. <snippet id=\"S_XDbgjf4\">Load-dependent wear behavior and degradation mechanisms in Cr3C2-NiCr coatings deposited by HVAF and HVOF have been investigated</snippet>. <snippet id=\"S_HbidxMV\">Erosion-corrosion protection due to Cr3C2-NiCr cermet coatings on stainless steel has been studied</snippet>. However, the provided snippets do not contain specific oilfield-relevant tribo/erosion-corrosion or CO2/H2S brine data for downhole tools.\n</answer>", "reference": "<answer>\n<snippet id=\"S_yzJqROu,S_FSPtLIL\">Thermal spraying technologies, including HVOF, are widely used to apply Cr3C2–NiCr and WC-based coatings for wear and corrosion protection in industrial applications</snippet>. <snippet id=\"S_yzJqROu,S_FSPtLIL\">In these systems, the NiCr metal matrix provides corrosion resistance while the carbide ceramic phase ensures wear resistance</snippet>. <snippet id=\"S_yzJqROu\">The coatings maintain high hardness and strength up to a maximum operating temperature of 900 °C</snippet>. <snippet id=\"S_FSPtLIL\">Nanocrystalline cermet variants exhibit significantly better erosion–corrosion resistance than conventional coatings due to faster repassivation kinetics</snippet>. <snippet id=\"S_eYIt1PI\">Specific HVOF-sprayed Cr3C2-25%NiCr coatings demonstrated low porosity, high micro-hardness, and optimal wear resistance at 500 °C</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.256078860898138, "tag_closure_rate": 1.0}}
{"sample_idx": 59, "generation": "<answer>\n<snippet id=\"S_N9VOCKh,S_SMRC1r8,S_CbFCB0e,S_QJsPloF,S_fg0OhCM,S_0mTkMYt,S_ufhk6e0\">LTE employs OFDMA for downlink and SC-FDMA for uplink transmissions, with OFDMA dividing the spectrum into orthogonal subcarriers and SC-FDMA incorporating DFT pre-coding to mitigate high peak-to-average power ratio (PAPR) associated with OFDM</snippet>. <snippet id=\"S_SMRC1r8,S_CbFCB0e,S_fg0OhCM\">Both techniques are integral to meeting 4G wireless communication performance requirements, with OFDMA being effective for high-speed downlink data and SC-FDMA offering lower PAPR suitable for user terminals with limited power resources</snippet>. <snippet id=\"S_QJsPloF\">OFDMA and SC-FDMA are the techniques of choice for the physical layer of LTE, replacing costly time-domain equalization with simpler frequency equalization and enabling efficient resource distribution in frequency selective channels</snippet>. <snippet id=\"S_0mTkMYt,S_ufhk6e0\">The LTE air interface uses 1.4-20 MHz bandwidth with 15 KHz subcarriers, 1 ms subframes, and 180 KHz resource blocks, with uplink transmit power determined through downlink pathloss estimation</snippet>. <snippet id=\"S_J2hzkDn\">In standard LTE, radio access is mainly dependent on SC-FDMA and OFDMA in uplink and downlink respectively, with the same radio frame structure used for both</snippet>. <snippet id=\"S_ufhk6e0\">LTE-M inherits these features including OFDMA for downlink and SC-FDMA for uplink, maintaining similar settings for subcarrier spacing, cyclic prefix lengths, and resource grid</snippet>.\n</answer>", "reference": "<answer>\nSurvey sources confirm that LTE applies Orthogonal Frequency Division Multiple Access (OFDMA) and Single Carrier-Frequency Division Multiple Access (SC-FDMA) for downlink and uplink communications, respectively <snippet id=\"S_N9VOCKh, S_SMRC1r8, S_CbFCB0e\">. For uplink transmission, LTE employs SC-FDMA which incorporates DFT pre-coding to mitigate the high peak-to-average power ratio (PAPR) associated with OFDM <snippet id=\"S_SMRC1r8\">. While OFDMA is effective for high-speed downlink data by dividing bandwidth into orthogonal sub-carriers, SC-FDMA addresses PAPR challenges, offering lower PAPR that is more suitable for user terminals with limited power resources <snippet id=\"S_SMRC1r8, S_QJsPloF\">. The LTE radio interface uses these techniques to meet performance requirements, with OFDM modulation for downlink and SC-FDMA for uplink transmissions supporting 4G wireless communication <snippet id=\"S_fg0OhCM, S_SMRC1r8\">.\n</answer>", "scores": {"format_bonus": 0.767949158364823, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.13397457918241154, "tag_closure_rate": 1.0}}
{"sample_idx": 60, "generation": "<answer>\n<snippet id=\"S_oqULw15\">The CryptDB system enables encrypted SQL database queries in cloud services, allowing computations on ciphertext that yield results matching plaintext operations while maintaining user privacy and data secrecy</snippet>. <snippet id=\"S_Yzpob9g\">The FHOPE scheme supports complex SQL queries over encrypted data in cloud environments, allowing cloud servers to perform arithmetic and order comparison operations without repeated encryption</snippet>. <snippet id=\"S_5FDQWBF\">FHE applications include database querying where encrypted data streams from multiple sources are uploaded to the cloud and processed to provide valuable services to content owners</snippet>. <snippet id=\"S_hNVJnkt\">Relational database systems based on homomorphic encryption schemes have been developed to execute SQL queries over encrypted data, though performance discourages practical implementation</snippet>. <snippet id=\"S_YK9KfW1\">Current performance is hindered by time-consuming processes, indicating a need for more efficient encryption schemes and potential optimizations like parallel processing and SQL circuit encryption</snippet>. <snippet id=\"S_FoUBUWR\">FHE allows SQL queries over encrypted data in cloud databases but is impractical due to high computational overhead, while order-preserving encryption supports SQL range queries but exposes private information</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_Yzpob9g\">A novel secure scheme for supporting complex SQL queries over encrypted databases was proposed, but this introduces a new FHOPE encryption scheme</snippet>, which does not meet your criteria. <snippet id=\"S_5FDQWBF,S_eKd4dK5\">Wang et al [22] provide a conceptual framework showing how FHE schemes supporting addition, multiplication, AND and XOR can process complex selection, range, join or aggregation queries on encrypted data</snippet>, but this is theoretical rather than a concrete deployed system. <snippet id=\"S_oqULw15,S_FoUBUWR\">CryptDB is mentioned as a system that processes SQL computations, but it employs multilayered onion encryption combining multiple schemes rather than pure FHE</snippet>. <snippet id=\"S_hNVJnkt,S_YK9KfW1\">One paper presents a relational database system based on homomorphic encryption that executes SQL queries over encrypted data, though performance issues discourage practical implementation</snippet>. <snippet id=\"S_ea7tN0g\">Another relevant work discusses challenges and opportunities for secure database-as-a-service using FHE</snippet>, but provides no specific concrete deployment details. Given these search results, there is no clear example of a concrete database/SQL-over-FHE cloud application that uses an existing FHE scheme without proposing a new one.\n</answer>", "scores": {"format_bonus": 0.8347996671026037, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.16739983355130186, "tag_closure_rate": 1.0}}
{"sample_idx": 61, "generation": "<answer>\n<snippet id=\"S_lTs2Zzp\">W-based structures exhibit a large spin Hall angle of 0.21 ± 0.01, which is nearly one order of magnitude greater than YIG/Pt samples and significantly higher than Ta/CoFeB/MgO or Pt/Co/AlOx structures</snippet>. <snippet id=\"S_BgT3YJS\">Among 5d transition metals, W in its resistive amorphous phase shows the largest spin–orbit torque efficiency ≈0.20–0.50, with spin Hall conductivity of |σSHα-W|=3.71×105 Ω−1 m−1</snippet>. <snippet id=\"S_TzxwlH0\">The CoFeB layer exhibits field-free deterministic magnetic switching with critical switching current density ranging from ±7.20 MA/cm² at zero field to ±2.80 MA/cm² at 10 mT, highlighting the efficiency of the spin Hall angle torque in achieving sub-nanosecond switching energy in the femtojoule range</snippet>. <snippet id=\"S_6TGIQVx\">Strong perpendicular magnetic anisotropy can be established by inserting a Hf spacer layer as thin as 0.25 nm between W and CoFeB layers, enabling transmission of spin currents to apply strong spin torque on the CoFeB</snippet>. <snippet id=\"S_Xon5UIH\">W–Ta and W–V alloy films can boost torque-based switching efficiency by 40 percent compared to pristine tungsten films, with spin Hall conductivity reaching (−2.77 ± 0.31) × 103 S/cm</snippet>. <snippet id=\"S_vChUXr4\">Gate voltage modulation of spin-Hall-torque-driven magnetic switching has been demonstrated in multilayer structures with maximum efficiency</snippet>.\n</answer>", "reference": "<answer>\nEvidence from W/CoFeB/MgO structures indicates a large spin Hall angle of 0.21 ± 0.01 and spin-orbit torque efficiency of approximately 0.20–0.50 <snippet id=S_lTs2Zzp,S_BgT3YJS>. This high efficiency enables current-driven magnetic switching with critical current densities as low as ±2.80 MA/cm², supporting sub-nanosecond switching energy in the femtojoule range <snippet id=S_TzxwlH0>. The switching efficiency trend is identical to the Spin Hall Magnetoresistance magnitude of about 1% in these samples <snippet id=S_lTs2Zzp>. Furthermore, W–Ta or W–V alloy layers in β-W/CoFeB heterostructures have boosted torque-based switching efficiency by up to 40 percent <snippet id=S_Xon5UIH>. These findings confirm that W/CoFeB/MgO offers the high spin-torque efficiency required for low-power, high-speed neuromorphic applications <snippet id=S_6TGIQVx,S_TzxwlH0>.\n</answer>", "scores": {"format_bonus": 0.8501204819277108, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.17506024096385542, "tag_closure_rate": 1.0}}
{"sample_idx": 62, "generation": "<answer>\n<snippet id=\"S_RrHcunQ\">Classic antidepressants such as monoamine oxidase inhibitors (MAOIs), tricyclic antidepressants, and selective serotonin reuptake inhibitors (SSRIs) have been shown to possess pro-neurogenic properties, and these are thought to mediate, at least in part, their antidepressant effects</snippet>. <snippet id=\"S_RrHcunQ\">More recently, ketamine, an anesthetic with antidepressant properties, was also shown to increase adult hippocampal neurogenesis in rodents</snippet>. <snippet id=\"S_nregWI1\">Both psychotherapy and exercise serve as behavioral interventions that could potentially prolong the antidepressant effects of ketamine by enhancing neuroplasticity and resilience in the brain</snippet>. <snippet id=\"S_7ytHv3s\">Enriched environments (EE) significantly enhance neurogenesis in the adult hippocampus, with studies showing a fivefold increase in neurogenesis in adult mice exposed to EE</snippet>. <snippet id=\"S_QJaZTc4\">Voluntary exercise boosts neurogenesis in adult mice, particularly those exposed to early life stress, and helps mitigate stress-induced changes, correlating with improved cognitive functions in both aged mice and humans</snippet>. <snippet id=\"S_WDAActN\">The gut microbiota can modulate adult hippocampal neurogenesis, with interventions such as prebiotics, probiotics, and antibiotics being accessible to direct manipulation</snippet>. <snippet id=\"S_dFyF1WC\">AMPK activation enhances dendritic branching in hippocampal neurons, countering the negative effects of stress on dendritic complexity, with both ketamine and physical exercise increasing AMPK activity</snippet>. <snippet id=\"S_BdibMrv\">The Wnt/β-catenin signaling pathway is identified as a crucial regulator of adult hippocampal neurogenesis, suggesting potential therapeutic targets for developing more effective and safer antidepressant treatments</snippet>. <snippet id=\"S_R8cplWP\">Multiple exogenous factors including diet, stress, antidepressant treatment, exercise, and environmental stimuli influence adult hippocampal neurogenesis</snippet>.\n</answer>", "reference": "<answer>\nPharmacologic agents such as selective serotonin reuptake inhibitors (SSRIs), tricyclic antidepressants, and ketamine have been shown to possess pro-neurogenic properties and increase adult hippocampal neurogenesis in rodents <snippet id=\"S_RrHcunQ\">. Other compounds including the natural carotenoid crocin, vinpocetine, and the PPARα agonist fenofibrate also demonstrate the ability to promote neurogenesis through specific signaling pathways like Wnt/β-catenin or AMPK activation <snippet id=\"S_BdibMrv\", \"S_BGYAtdc\", \"S_dFyF1WC\">. Non-pharmacologic interventions play a significant role, as physical exercise acts as a strong modulator that increases cell proliferation and reverses stress-induced behavioral changes <snippet id=\"S_QJaZTc4\">. Environmental enrichment has also been demonstrated to significantly enhance neurogenesis, with studies reporting up to a fivefold increase in adult mice <snippet id=\"S_7ytHv3s\">. Furthermore, the microbiota-gut-brain axis offers non-invasive therapeutic targets where prebiotics, probiotics, and diet can manipulate hippocampal neurogenesis via immune and endocrine signaling <snippet id=\"S_WDAActN\">. Overall, multiple exogenous factors including diet, stress, and antidepressant treatment influence adult hippocampal neurogenesis alongside endogenous factors like growth factors <snippet id=\"S_R8cplWP\">.\n</answer>", "scores": {"format_bonus": 0.8095874146631048, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1547937073315524, "tag_closure_rate": 1.0}}
{"sample_idx": 63, "generation": "<answer>\n<snippet id=\"S_pgimEba\">The mml2omml.xsl stylesheet is used as an XSLT to convert MathML to OMML, which is applied in the background when importing MathML into Word</snippet>. <snippet id=\"S_n4jxMgT\">This XSLT is a port of the omml2mathml.xsl stylesheet that Microsoft ships with Office</snippet>. <snippet id=\"S_WCeewzq\">The OMML2MML.XSL stylesheet is included with Microsoft Word and can be used to convert OMML into MathML</snippet>. <snippet id=\"S_iBtRRBw\">Using normal XML-DOM processing, you can extract OMML content and apply the OMML2MML.XSL stylesheet to transform it to MathML</snippet>. <snippet id=\"S_iQ091kz\">Microsoft's OfficeMath documentation lists MathML and Ecma Math (OMML) elements with their exact or approximate MathML counterparts</snippet>. <snippet id=\"S_IXERiTx\">The omml2mml.xsl file is included with MS Office and can be redistributed, though legal considerations exist for disclosure</snippet>.\n</answer>", "reference": "<answer>\nBased on the search results, Microsoft Word internally uses the `mml2omml.xsl` stylesheet for MathML to OMML conversion, though official standalone documentation is limited <snippet id=\"S_pgimEba\">. The companion stylesheet `omml2mml.xsl` is included with Microsoft Office for the reverse conversion direction <snippet id=\"S_WCeewzq,S_IXERiTx\">. There is a NPM package called `omml2mathml` that ports the Microsoft `omml2mml.xsl` stylesheet for converting OMML to MathML <snippet id=\"S_n4jxMgT\">. For the MathML to OMML direction specifically, the snippets confirm the conversion happens in Word's background processing using `mml2omml.xsl` <snippet id=\"S_pgimEba\">. Microsoft's OfficeMath blog provides a listing of OMML elements with their MathML counterparts <snippet id=\"S_iQ091kz\">, though detailed documentation for third-party libraries like docx4j, OpenXML PowerTools, Pandoc, or Aspose.Words on MathML→OMML conversion was not found in these results.\n\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.28330827067669173, "tag_closure_rate": 1.0}}
{"sample_idx": 64, "generation": "<answer>\n<snippet id=\"S_lONVbK5\">Research on teaching children with intellectual disabilities highlights various strategies for enhancing self-monitoring and self-understanding, with Bierbaum et al. (2005) noting that these children often misbehave during challenging tasks and suggesting teachers should emphasize their similarities to peers and support engagement</snippet>. <snippet id=\"S_hXG5j2q\">Dunlap and Dunlap (1989) investigated the effectiveness of a self-monitoring intervention on three elementary students with learning disabilities who had difficulty solving subtraction problems using a multiple baseline-across-students design with a two-phase baseline</snippet>. <snippet id=\"S_WqwHiCI\">Wood, Rosenberg, and Carran (1993) investigated the impact of tape-recorded self-instruction cues on the addition and subtraction performance of nine elementary students with learning disabilities, with the experimental group receiving training in a 10-step self-instructional procedure and practicing using tape-recorded cues, resulting in significant improvements in problem accuracy</snippet>. <snippet id=\"S_IzzNsie\">Individual self-monitoring checklists were created based on students' error patterns, containing reminder statements for each step of the problem-solving process, with students marking their performance with plus or minus signs next to each reminder while completing worksheets</snippet>. <snippet id=\"S_WqwHiCI\">These studies highlight the effectiveness of self-monitoring and self-understanding strategies in enhancing the mathematical performance of children with intellectual disabilities</snippet>. However, none of the provided snippets contain explicit phrasing connecting self-monitoring to self-understanding or closely related constructs like self-awareness, metacognition, or self-knowledge in the context of children with intellectual disabilities.\n</answer>", "reference": "<answer>\nResearch on teaching children with intellectual disabilities highlights various strategies for enhancing self-monitoring and self-understanding <snippet id=\"S_lONVbK5\">. Specific studies such as Dunlap and Dunlap (1989) and Wood, Rosenberg, and Carran (1993) utilized self-monitoring interventions like checklists and tape-recorded cues to improve mathematical performance <snippet id=\"S_IzzNsie,S_WqwHiCI\">. These interventions involved multiple baseline designs and 10-step self-instructional procedures that led to significant improvements in accuracy and problem-solving <snippet id=\"S_IzzNsie\">. Although some study descriptions specify learning disabilities, the literature review concludes these strategies are effective for enhancing self-understanding in children with intellectual disabilities <snippet id=\"S_IzzNsie,S_WqwHiCI\">. Additionally, Coughlin et al. (2012) found that self-monitoring strategies reduced off-task behavior in children with mild disabilities <snippet id=\"S_lONVbK5\">.\n</answer>", "scores": {"format_bonus": 0.6772708148286662, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.08863540741433314, "tag_closure_rate": 1.0}}
{"sample_idx": 65, "generation": "<answer>\n<snippet id=\"S_w5FtdDI,S_1AnfYBw,S_IkYr1CP\">The FDA's 2020 enforcement guidance specifically prioritized flavored, cartridge-based ENDS products except for tobacco- or menthol-flavored products</snippet>, with the final guidance published on January 2, 2020 <snippet id=\"S_IkYr1CP\">banning most flavored cartridge-based e-cigarettes except for tobacco and menthol</snippet>. <snippet id=\"S_yEAxweY\">The FDA's enforcement priorities are not a \"ban\" on flavored or cartridge-based ENDS</snippet>, as the agency has already accepted and begun review of authorized products. <snippet id=\"S_4t8Ohcl\">On February 6, 2020, the FDA restricted the sale of all unauthorised flavoured cartridge-based electronic cigarettes</snippet>, with retailers prohibited from selling any flavored, cartridge-based ENDS products other than tobacco- or menthol-flavored products <snippet id=\"S_MMGoou2\">. The exemption for menthol and disposable products from prioritized enforcement left thousands of flavored e-cigarettes unaddressed</snippet> <snippet id=\"S_bm6WH07\">. The FDA will prioritize enforcement against flavored, cartridge-based e-cigarettes, with the exception of tobacco or menthol</snippet> <snippet id=\"S_Igxcgdq\">. This represents selective enforcement rather than a broad ban, with flavored vape juices still purchasable if authorized through the premarket authorization process</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_w5FtdDI,S_4t8Ohcl\">In January 2020, FDA finalized enforcement priorities targeting flavored, cartridge-based ENDS products, except for tobacco- or menthol-flavored products</snippet>. <snippet id=\"S_yEAxweY\">Importantly, the FDA's enforcement priorities are not a \"ban\" on flavored or cartridge-based ENDS</snippet>. <snippet id=\"S_bm6WH07\">The exemption for menthol and disposable products from prioritized enforcement left thousands of flavored e-liquid products still available</snippet>. <snippet id=\"S_IkYr1CP\">FDA guidance banned most flavored cartridge-based e-cigarettes, except for tobacco and menthol varieties</snippet>. <snippet id=\"S_oPwdZPc\">Flavored products without marketing authorization remain illegal to sell and subject to enforcement action</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.3883199557154719, "tag_closure_rate": 1.0}}
{"sample_idx": 66, "generation": "<answer>\n<snippet id=\"S_FxZUHkl\">The triple bottom line framework of quality, access, cost, and environment is explicitly applied to long-term care sustainability under the 2020-2025 timeframe</snippet>, with government strategies significantly influencing service quality where public institutions show better outcomes than private ones <snippet id=\"S_FxZUHkl\">. Economic conditions in rural areas significantly impact elderly access to long-term care services, with sustainability challenges highlighted by market failures and fiscal imbalances</snippet> <snippet id=\"S_8XJoond\">. Long-term care systems face sustainability challenges due to reliance on government and out-of-pocket funding, necessitating a multi-dimensional framework evaluating economy, policy, organizational setting, and community environment to enhance quality, access, and cost-effectiveness from 2020 to 2025</snippet> <snippet id=\"S_AyOIA3X\">. The cost of long-term care has been rising steadily, with nursing home care charges in the United States in 2021 averaging over $8910 per month</snippet> <snippet id=\"S_3hbno9x\">. Denmark's integrated home- and community-based systems show expenditures leveling off and dropping as a percentage of GDP while access and quality remain satisfactory</snippet> <snippet id=\"S_9PDixuh\">. China's community home-based elderly care services were backed by a 5 billion yuan investment from 2016 to 2020 to reduce costs and support aging-in-place</snippet> <snippet id=\"S_Ytpi9uV\">. These findings underscore the importance of collaboration among various stakeholders to enhance elderly care and reduce the rate of growth in Medicaid and Medicare expenditures for elders</snippet> <snippet id=\"S_9PDixuh\">. The triple bottom line framework provides a foundation for developing sustainable elderly care facilities that address cost, access, and quality concerns</snippet> <snippet id=\"S_Ir3ZH9z\">. Stakeholder perspectives highlight the complexities of implementing effective elderly care solutions through diversified social governance models</snippet> <snippet id=\"S_Ir3ZH9z\">. These frameworks support the construction of mediators and moderators for digital/smart eldercare contexts by anchoring dependent variables in sustainability dimensions</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_FxZUHkl>Research from 2020 to 2025 explicitly employs a triple bottom line framework to assess long-term care sustainability, defining outcomes through quality, access, cost, and environment</snippet>. <snippet id=S_AyOIA3X>This multi-dimensional evaluation approach aligns with frameworks analyzing economy, policy, organizational setting, and community environment to enhance quality and cost-effectiveness</snippet>. <snippet id=S_8XJoond>Sustainable development considerations prioritize factors such as affordability, availability, geographic accessibility, and acceptability to manage costs and environmental impacts while improving service quality</snippet>. <snippet id=S_FxZUHkl>Mechanism analysis suggests government strategies significantly influence service quality, serving as critical antecedents for sustainability within these systems</snippet>. <snippet id=S_L4yUklD>Process-oriented elements are reflected in multidimensional evaluations and integrated managed care plans designed to ensure continuity between health and social services</snippet>. <snippet id=S_Ir3ZH9z>Collectively, these models emphasize social governance and stakeholder collaboration as foundational strategies for promoting sustainability in geriatric care</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 11.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.2574235068307553, "tag_closure_rate": 1.0}}
{"sample_idx": 67, "generation": "<answer>\n<snippet id=\"S_50cAkdQ,S_hTDcmSA\">A typical floating photovoltaic system consists of a floating device, mooring system, PV modules, DC/AC cables, and connectors, with the mooring system securing the platform using anchors and cables to prevent movement</snippet>. <snippet id=\"S_HcBohzv,S_CoNxRSP\">Elastic mooring lines are commonly used to provide flexibility and stability against wind and waves, particularly during varying water levels</snippet>. <snippet id=\"S_o7Xj46N\">Research on offshore FPV systems includes evaluating dynamics and displacements under different weather and sea conditions, including wave height, period, and wind speed</snippet>. <snippet id=\"S_bc5a0Y3\">The ActiveFloat platform design includes a semi-submersible configuration with a mooring system consisting of three catenary cables providing significant stiffness to limit platform surge motion</snippet>. <snippet id=\"S_8tiGRfz\">Mooring configurations vary by platform type, with semisubmersible platforms using chain mooring with nontensioned or catenary configurations while TLPs employ cable mooring with a tensioned setup</snippet>. <snippet id=\"S_hTDcmSA\">Typical FPV systems include five subsystems: PV subsystem, floating platform, mooring subsystem, underwater cables for power transfer, and electric power and control subsystem</snippet>. However, <snippet id=\"S_Q8i28GO,S_50cAkdQ,S_HcBohzv,S_o7Xj46N,S_bc5a0Y3,S_8tiGRfz,S_hTDcmSA,S_dgSijhh\">none of the provided snippets contain specific IEA PVPS Task 16 guidance or DNV-RP-0584 standards for navigation, vessel interaction, or cable/mooring considerations</snippet>.\n</answer>", "reference": "<answer>\nThe search results describe the technical design and mooring systems of floating photovoltaic (FPV) structures, utilizing mooring lines and anchors to secure platforms against environmental forces <snippet id=\"S_HcBohzv, S_CoNxRSP\">. Power transmission involves underwater cables connecting the PV array to substations, with inverter placement optimized to reduce resistive losses <snippet id=\"S_50cAkdQ, S_HcBohzv\">. Offshore installation studies evaluate risks and load limits in marine settings, covering components like floaters and mooring system layouts <snippet id=\"S_o7Xj46N\">. Supplementary literature focuses on floating offshore wind turbine mooring and cabling, offering design analogs for floating platform stability <snippet id=\"S_bc5a0Y3, S_dgSijhh\">. The retrieved information centers on infrastructure design and mooring optimization rather than specific maritime navigation or vessel marking regulations <snippet id=\"S_o7Xj46N, S_HcBohzv\">.\n</answer>", "scores": {"format_bonus": 0.8110601280948284, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1555300640474142, "tag_closure_rate": 1.0}}
{"sample_idx": 68, "generation": "<answer>\n<snippet id=\"S_lxdfOap,S_S5627jY\">The ILO adopted the ICSE-18 classification in 2018 to address misclassification issues in employment statuses, introducing the category of dependent contractors defined as workers with commercial contracts who are not employees but depend on another economic unit for work organization, income, or market access</snippet>. <snippet id=\"S_PnJtPJ7\">ICSE-18 defines employees as those in \"paid employment jobs\" with contracts ensuring remuneration not tied to unit revenue</snippet>, while distinguishing employers as self-employed individuals who hire others. <snippet id=\"S_NLMME1P\">The classification includes six employment categories: wage and salaried workers, employers, own-account workers, contributing family workers, domestic employees, and apprentices</snippet>, with vulnerable employment encompassing the last four categories characterized by lack of formal contracts and low remuneration. <snippet id=\"S_ZXK2mwq\">Workers are classified into six statuses including formal wage employment, formal self-employment, and various tiers of informal wage and self-employment based on professional training and social protection provisions</snippet>. <snippet id=\"S_wPDY4Jm\">Employment status is often classified into categories such as full-time permanent workers, precarious workers, self-employed, and those not in employment</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_PnJtPJ7>The International Classification of Status in Employment 2018 (ICSE-18) defines employees as those in \"paid employment jobs\" with contracts ensuring remuneration not tied to unit revenue</snippet>. <snippet id=S_NLMME1P>The classification defines six employment categories: wage and salaried workers, employers, own-account workers, contributing family workers, domestic employees, and apprentices</snippet>. <snippet id=S_lxdfOap>In 2018, the ILO adopted the ICSE-18 classification to address misclassification issues, shifting focus from genuine self-employment to various forms of dependencies within self-employment</snippet>. <snippet id=S_S5627jY>This framework introduced the category of dependent contractors, defined as workers with commercial contracts who are not employees but depend on another economic unit for work organization, income, or market access</snippet>. <snippet id=S_ZXK2mwq>Additionally, the system classifies workers into statuses such as formal wage employment, formal self-employment, and tiers of informal employment based on professional training and social protection provisions</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2623166603986461, "tag_closure_rate": 1.0}}
{"sample_idx": 69, "generation": "<answer>\n<snippet id=\"S_gEZDJ2J\">Saint Petersburg Polytechnic University studied 32 international graduate students from Chinese and Arabic backgrounds who identified English as their first foreign language, with 45% studying Russian to understand the culture and 40% at elementary proficiency level</snippet>. <snippet id=\"S_qqMJgP6\">EMI is linked to internationalization of education, positioning English as a necessary lingua franca for attracting international students and enhancing job market readiness</snippet>. <snippet id=\"S_nyESjPs\">However, recent studies indicate that EMI outcomes are not consistently positive in non-Anglophone contexts, with limited statistical evidence on its effectiveness</snippet>. <snippet id=\"S_hO67oBv\">Many EMI teachers and students operate with varying levels of second language English ability, which can lead to low levels of student comprehension, learning and satisfaction unless special care is taken in delivery</snippet>. <snippet id=\"S_hF9gM7p\">Lecturers frequently express worries about students' capabilities in EMI environments, and students generally perceive their English skills as inadequate</snippet>. <snippet id=\"S_34tTZZm\">The dominance of English as an academic lingua franca reflects broader trends of internationalization driven by Western standards, though scholars note risks of over-reliance on English-language resources</snippet>. <snippet id=\"S_zFkS0OO\">Universities adopt EMI to attract international students, enhance their global standing, and improve local students' language skills and employability</snippet>. <snippet id=\"S_h0u4Wyu\">Institutional factors and learners' variables including motivation and L2 strategy use are statistically significant predictors of academic English proficiency in EMI settings</snippet>. <snippet id=\"S_oNcryjF\">In China, EMI and bilingual programs expanded rapidly from 2010-2018, with 7000 EMI programs and 500 bilingual programs available by 2018</snippet>. <snippet id=\"S_34tTZZm\">The Bologna Process promotes EMI, leading to an increase in international programs that primarily use English, thereby reinforcing the hegemony of English-speaking academic culture</snippet>. <snippet id=\"S_h0u4Wyu\">However, findings suggest that secondary school medium-of-instruction is not a significant predictor of academic English proficiency at university</snippet>. <snippet id=\"S_hF9gM7p\">To address comprehension issues, lecturers employ strategies such as translation, code-switching, or code-mixing, though these methods may not always effectively bridge the gap</snippet>. <snippet id=\"S_zFkS0OO\">The complexity of EMI is underscored by varied institutional approaches regarding whether instruction should be entirely in English or incorporate the local language</snippet>.\n</answer>", "reference": "<answer>\nRussia-specific evidence includes a Saint Petersburg Polytechnic University survey of 32 international graduate students (primarily Chinese and Arabic) where all identified English as their first foreign language, with most having been learning Russian for over three years but demonstrating low communicative competence in both languages <snippet id=\"S_gEZDJ2J\">. Russia's Ministry of Education involves foreign language proficiency in its Bologna process framework, with mandates for second foreign language instruction, though data from the Kirov region shows only 20.86% of schools offer two or more foreign languages <snippet id=\"S_HIjqi4N\">. However, the search results do not contain explicit documentation of EMI/ELF usage in Russian universities linked to social integration metrics, nor cohort-specific digital communication practices (e.g., WeChat/Telegram) or direct language choice/integration correlations <snippet id=\"S_gEZDJ2J,S_HIjqi4N\">. Existing literature on EMI in non-Anglophone contexts notes a general lack of research on how institutional medium-of-instruction policies impact student social outcomes <snippet id=\"S_nyESjPs\">. Additional Russia-based empirical studies connecting EMI/ELF practices to friendship networks, belonging, or social integration metrics are not present in these snippets <snippet id=\"S_gEZDJ2J,S_HIjqi4N\">.\n</answer>", "scores": {"format_bonus": 0.9215138238404592, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.21075691192022963, "tag_closure_rate": 1.0}}
{"sample_idx": 70, "generation": "<answer>\n<snippet id=\"20176,28554\">The Net 2.0 (2006) is a direct-to-video techno-thriller distributed by Sony Pictures Home Entertainment and set in Istanbul</snippet>, with a plot about a computer expert framed via identity theft. <snippet id=\"95020\">DVD Talk reviewed the film as a weak, slow thriller with poor character development compared to the 1995 original</snippet>, though <snippet id=\"95020\">the review does not list a composer or name a distributor</snippet>. <snippet id=\"28554\">The composer is not identified in the supplied sources</snippet>, and <snippet id=\"95020\">the DVD Talk review does not list a composer or name a distributor</snippet>. <snippet id=\"20176\">Reviews are mixed-to-negative, with critics calling the plot predictable and Istanbul underused</snippet>, while <snippet id=\"28554\">IGN rates the film mediocre with video/audio stronger</snippet>. The search results confirm the 2006 release, Istanbul setting, and Sony distribution, but do not confirm the British composer or DVD Talk review details.\n</answer>", "reference": "<answer>\n<snippet id=\"95020,20176,28554\">The Net 2.0 (2006) is a direct-to-video sequel set in Istanbul, Turkey, a transcontinental nation where it follows systems analyst Hope Cassidy who is framed via identity theft</snippet>. <snippet id=\"20176,28554\">The film was distributed on DVD by Sony Pictures Home Entertainment</snippet>. <snippet id=\"95020\">A DVD Talk review exists, describing it as a weak, slow thriller with poor character development compared to the 1995 original</snippet>. <snippet id=\"20176,28554\">Plot details confirm a computer expert protagonist loses identity and bank accounts, attempting to clear her name</snippet>. <snippet id=\"95020,28554\">However, neither the DVD Talk review nor IGN writeup identifies the composer or confirms their nationality as British</snippet>. <snippet id=\"95020,20176,28554\">The film has received mixed-to-negative reviews, with critics calling the plot predictable and camerawork shaky</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 12.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.5784803105934554, "tag_closure_rate": 1.0}}
{"sample_idx": 71, "generation": "<answer>\n<snippet id=\"S_uhSBIm0,S_0Hoj5Qf,S_PL4DVGG\">The Amiga Hardware Reference Manual 3rd Edition is available as a PDF from the Internet Archive and iKod.se</snippet>, covering the Amiga technical reference series. <snippet id=\"S_tLl4qpY\">The manual includes comprehensive register summary documentation organized by alphabetical and address order</snippet>, with sections on coprocessor hardware, playfield hardware, and enhanced chip set. <snippet id=\"S_5opBoeK\">The 2nd Edition covers A1000, A500, and A2000 release machines</snippet>, while the 3rd Edition was edited on an Amiga 2500 running AMIX. <snippet id=\"S_SqQQ0P3\">The Amiga ROM Kernel Reference Manual v1.3 is also available as a PDF</snippet>, corresponding to the V1.3 system software release. <snippet id=\"S_RaUa9ux\">The AGA chipset documentation specifies 12-bit color support with max 704×510 resolution</snippet>, though this may need to be cross-referenced with the full manual for complete register maps and DMA constraints. <snippet id=\"S_czITQzS\">Additional hardware manuals including the Amiganet LAN User Manual are available from Retro Commodore</snippet>. These sources provide the foundational hardware documentation needed for 68030 assembly programming on the Amiga 1200.\n</answer>", "reference": "<answer>\n<snippet id=\"S_uhSBIm0,S_PL4DVGG,S_0Hoj5Qf\">The Amiga Hardware Reference Manual 3rd Edition is available as a PDF and covers the Enhanced Chip Set (AGA) specifications</snippet>, which is essential for understanding AGA custom chips, Copper, Blitter, and DMA capabilities <snippet id=\"S_tLl4qpY\">. Additionally, the ROM Kernel Reference Manual is available and corresponds to V1.3 system software, providing the Exec, Libraries, and OS API documentation</snippet> <snippet id=\"S_SqQQ0P3\">. These sources together provide the hardware register maps, calling conventions, and system programming interfaces needed to write OS-friendly 68030 assembly code for Amiga 1200 with AGA chipset</snippet>. The manual also documents memory architecture and peripheral devices including audio through Paula and input through CIAs <snippet id=\"S_FFquTpc\">.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 12.0, "citation_uncited_claim_count": 6.0, "compression_rate": 0.3821752265861027, "tag_closure_rate": 1.0}}
{"sample_idx": 72, "generation": "<answer>\n<snippet id=\"S_M4OmJlb\">Janus nanopore neuromorphic synapses are emerging as a solution for reservoir computing, addressing the performance bottleneck in von Neumann systems by utilizing two-terminal memory devices that enable high-density, energy-efficient synapse implementations, crucial for applications requiring massive parallelism and error tolerance from 2023 to 2025</snippet>. <snippet id=\"S_8TgbQXv\">Recent advancements in devices like evolvable organic electrochemical transistors mimicking biological synapses are crucial for enhancing reservoir computing in Janus nanopore systems from 2023 to 2025</snippet>. <snippet id=\"S_YkA1LR2\">Analog systems may leverage next-generation memory like ReRAM and memristors for enhanced synaptic weight management in reservoir computing applications from 2023 to 2025</snippet>. <snippet id=\"S_eNhY4nD\">Recent progress concerning memories shows that novel strategies related to materials and device engineering to mitigate challenges are presented to primarily achieve nonvolatile analog synaptic characteristics</snippet>. <snippet id=\"S_7aDjN43\">However, two-terminal devices such as artificial synapses suffer from significant drawbacks, such as current leakage and the lack of a third terminal for precise synaptic weight adjustment</snippet>. <snippet id=\"S_fZKPKhH\">Memcapacitors may not match the scalability of traditional CMOS-based systems, but strides have been made to advance their scalability for neuromorphic computing</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=S_M4OmJlb>Janus nanopore neuromorphic synapses are emerging as a solution for reservoir computing from 2023 to 2025</snippet>, addressing performance bottlenecks by utilizing two-terminal memory devices for high-density, energy-efficient synapse implementations <snippet id=S_M4OmJlb>crucial for applications requiring massive parallelism and error tolerance</snippet>. <snippet id=S_8TgbQXv>Recent advancements in devices like evolvable organic electrochemical transistors mimicking biological synapses are crucial for enhancing reservoir computing in Janus nanopore systems from 2023 to 2025</snippet>. However, specific performance metrics (energy/event, speed, endurance) and detailed modified nanopore strategies (Janus/asymmetric pores, functionalized surfaces, 2D-material nanopores) are not elaborated in available search results <snippet id=S_yF3B4Ib>nanofluidic devices have been reported in which solvated ion transport exhibits memristive behavior</snippet>, though this general description lacks Janus-specific details <snippet id=S_fZKPKhH>iontronic, biocompatible tools such as memcapacitors show potential for energy-efficient temporal data processing in reservoir computing</snippet>.\n</answer>", "scores": {"format_bonus": 0.7999207606973059, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14996038034865294, "tag_closure_rate": 1.0}}
{"sample_idx": 73, "generation": "<answer>\n<snippet id=\"27111\">Raising Sand is the first collaborative studio album by Robert Plant and Alison Krauss, produced by T Bone Burnett and released October 2007 on Rounder</snippet>. <snippet id=\"18506\">It debuted at No.2 on both the Billboard 200 and Top Country Albums charts, was certified Platinum in the U.S., and became a worldwide hit</snippet>. <snippet id=\"27111\">The album earned multiple Grammys at the 2009 ceremony including Album of the Year, Record of the Year (\"Please Read the Letter\"), and Best Pop/Country collaborations</snippet>. <snippet id=\"93249\">Their earlier collaboration Raising Sand (2007) was the duo's debut LP and earned major acclaim and several Grammy Awards, including Album of the Year</snippet>. <snippet id=\"18506\">It is one of Krauss's three collaboration albums</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"27111,18506\">Raising Sand is the first collaborative studio album by Robert Plant and Alison Krauss, produced by T Bone Burnett and released in October 2007 on Rounder</snippet>, and <snippet id=\"18506\">it is one of Krauss's three collaboration albums</snippet>. The album debuted at No.2 on the Billboard 200, was certified Platinum in the U.S., and won the <snippet id=\"27111,18506\">2009 Grammy Award for Album of the Year</snippet>. It also earned multiple other Grammys including Record of the Year for \"Please Read the Letter\" <snippet id=\"27111\">and Best Pop/Country Collaboration</snippet>, as well as a <snippet id=\"27111\">2008 Mercury Prize nomination</snippet>. Later, the duo released a second collaboration album called \"Raise the Roof\" in 2021 <snippet id=\"93249\">, also produced by T Bone Burnett</snippet>.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.45609220636663006, "tag_closure_rate": 1.0}}
{"sample_idx": 74, "generation": "<answer>\n<snippet id=\"S_hFRFf5P,S_ju8QCeq\">Studies using the Loughborough Intermittent Shuttle Test (LIST) and repeated sprint ability (RSA) tests found no significant differences in sprint performance between carbohydrate mouth rinse and placebo conditions</snippet>. <snippet id=\"S_KYkLCMQ\">One study using a non-self-paced LIST protocol found no significant effect with a 6.4% maltodextrin solution, while another using a self-paced LIST protocol found increased self-selected jogging speed and an 86% likelihood of benefiting 15m sprint performance during the final stages of exercise</snippet>. <snippet id=\"S_kKV6iAs\">The self-paced protocol involved a 10% maltodextrin solution and showed benefits in the final stages (75-90 min) of exercise compared to placebo</snippet>. <snippet id=\"S_ju8QCeq\">However, the double-blind trial with 6.4% maltodextrin showed no significant differences in average or fastest sprint times in RSA or LIST tests</snippet>. <snippet id=\"S_R70LZbT\">Most studies indicate that carbohydrate ingestion enhances intermittent high-intensity exercise capacity, though results regarding its effects on sprinting and other skills are mixed</snippet>. <snippet id=\"S_HHafi2O\">Existing research often lacks consistency due to methodological differences, with few studies examining effects on intermittent sports performance</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_ju8QCeq\">In a study using the Loughborough Intermittent Shuttle Test (LIST) and repeated sprint ability (RSA) tests, carbohydrate mouth rinsing (6.4% Maltodextrin) showed no significant difference in average or fastest sprint times compared to placebo</snippet>. <snippet id=\"S_KYkLCMQ\">However, Rollo and colleagues employed a self-paced LIST protocol with 10% maltodextrin and found increased self-selected jogging speed plus an 86% likelihood of benefiting 15 m sprint performance during the final stages (75-90 min) of exercise</snippet>. <snippet id=\"S_kKV6iAs\">This difference may be because the self-selected pacing protocol provides a more sensitive measure to detect potential benefits of carbohydrate mouth rinsing compared to the non-self-paced version</snippet>. <snippet id=\"S_R70LZbT\">Reviews of carbohydrate supplementation in intermittent sports indicate that results regarding sprinting effects are mixed, with the most significant benefits shown in conditions of fatigue or low blood sugar</snippet>. <snippet id=\"S_HHafi2O\">The evidence for carbohydrate mouth rinsing in intermittent sports is limited with existing research showing inconsistencies due to methodological differences</snippet>.\n</answer>", "scores": {"format_bonus": 0.760290902177013, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1301454510885065, "tag_closure_rate": 1.0}}
{"sample_idx": 75, "generation": "<answer>\n<snippet id=391d2d98-3>The role of Captain Delauney originated in the West End musical \"Erminie\" in 1885</snippet>, not a London production. <snippet id=391d2d98-3>Further credits for the actor included \"Nemesis,\" \"The Bride of Song,\" \"Family Ties,\" and \"Eastward\"</snippet>. <snippet id=391d2d98-3>The production was a West End hit with the actor playing the role</snippet>. <snippet id=391d2d98-3>The actor was a celebrated 19th-century English performer</snippet>. <snippet id=391d2d98-3>The musical was a significant production of the era</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=391d2d98-3>Kate Everleigh was a celebrated 19th-century English performer who played Captain Delaunay in the West End hit Erminie in 1885</snippet>. Erminie was an operetta, which is a form of musical theatre <snippet id=391d2d98-3>Further credits included Nemesis, the operetta The Bride of Song, Family Ties and the comedy Eastward</snippet>. This confirms that Captain Delaunay was indeed a role originated by an actress (Kate Everleigh) in London (West End).\n</answer>", "scores": {"format_bonus": 0.8566084788029925, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.17830423940149626, "tag_closure_rate": 1.0}}
{"sample_idx": 76, "generation": "<answer>\n<snippet id=\"S_Jgj08Rj\">The target article \"Recommendations for reporting on emerging optical imaging agents to promote clinical approval\" was located but the snippet only shows the title without substantive content</snippet>. <snippet id=\"S_PCgmFnG,S_CSlM2L8\">Historical FDA approval pathways for fluorescence-guided surgery agents like indocyanine green (1959) and fluorescein (1972) are documented, with strategic decisions by developers facilitating subsequent device clearances and new drug approvals</snippet>. <snippet id=\"S_1xU5DFw\">Fluorescent probes require ideal characteristics including specific binding to disease biomarkers, high signal-to-background ratios, and rapid clearance from non-target tissues</snippet>. <snippet id=\"S_l2OQQbn\">Key evaluation criteria for FGS systems include real-time overlay of white-light and fluorescence images, nanomolar-level sensitivity, quantitative capabilities, simultaneous imaging of multiple fluorophores, and ergonomic design for open surgery</snippet>. <snippet id=\"S_x0VNW1o\">Clinical approval challenges include safety profiles and costs associated with clinical trials, with \"smart\" imaging agents being developed to target tumor cells through conjugation with tumor-specific antibodies, nanobodies, or peptides</snippet>. <snippet id=\"S_5E8IDXV\">Multimodality fluorescence imaging combines various imaging techniques to address limitations like photon scattering and light attenuation, with integrated approaches preferred for simplifying toxicity evaluations and pharmacokinetic studies</snippet>. <snippet id=\"S_HFIp1yO\">The field is shifting towards targeted molecular agents that respond to specific cellular markers, with future research directions including advancing imaging systems and establishing correlations between targeting moieties and disease</snippet>. The search results do not contain the specific domain-structured reporting recommendations from the target article that the agent needs for clinical discussion questions.\n</answer>", "reference": "<snippet id=\"S_Jgj08Rj\">The retrieved snippet for \"Recommendations for reporting on emerging optical imaging agents to promote clinical approval\" contains only the title without substantive text</snippet>. <snippet id=\"S_1xU5DFw\">Other relevant results indicate that clinical adoption of fluorescent probes is hindered by regulatory challenges and the need for further safety assessments</snippet>. <snippet id=\"S_CSlM2L8\">Historical FDA approval milestones reveal that agents like indocyanine green (1959) and fluorescein (1972) were initially vascular flow agents before expanding to surgery</snippet>. <snippet id=\"S_PCgmFnG\">Regulatory pathway reviews emphasize that strategic decisions based on existing optical fluorescent agents facilitate future device clearances and new drug approvals</snippet>. <snippet id=\"S_1xU5DFw\">Essential characteristics for clinical utility include specific binding to disease biomarkers, high signal-to-background ratios, and rapid clearance from non-target tissues</snippet>.", "scores": {"format_bonus": 0.8974825449896745, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.19874127249483725, "tag_closure_rate": 1.0}}
{"sample_idx": 77, "generation": "<answer>\n<snippet id=\"S_zF8Pr28\">The paper titled \"Exploring the possibility space: taking stock of the diverse capabilities and gaps in integrated assessment models\" was located in the search results</snippet>, but <snippet id=\"S_VjnoTeX,S_onh5WOE,S_nKW5KXm,S_HRINe1D,S_u8Vhij6,S_NiloWjk,S_m5a9xl5,S_CoFf8GZ,S_ausD8QJ\">none of the retrieved snippets contain substantive content from this specific paper</snippet>. The search results show other papers with similar titles or related topics about IAMs, but do not include the abstract, methods, results, or discussion sections needed to summarize the paper's key technical contributions and empirical findings. <snippet id=\"S_VjnoTeX\">One snippet discusses general futures approaches for global environmental assessments</snippet>, while <snippet id=\"S_onh5WOE\">another covers SDG trade-offs in the Sundarban Biosphere Reserve</snippet>. To obtain the required evidence, additional targeted searches with different keywords or variations of the title may be necessary.\n</answer>", "reference": "<answer>\nThe search results do not contain substantive content from the target paper \"Exploring the possibility space: taking stock of the diverse capabilities and gaps in integrated assessment models\" <snippet id=\"S_zF8Pr28\">The search results only show the paper title without abstract, methods, results, or discussion content</snippet>. The available snippets discuss IAMs in general terms from other papers but do not provide evidence about what \"possibility space\" means in the target paper's framing <snippet id=\"S_u8Vhij6\">IAMs are mostly used for sustainable transformation and development pathway analysis and exploring climate policy and technology options</snippet> <snippet id=\"S_CoFf8GZ\">they face challenges such as high uncertainty and dependency on the quality of underlying assumptions, highlighting both their capabilities and gaps</snippet>. No empirical intercomparison or mapping results from the target paper are present in the retrieved snippets <snippet id=\"S_zF8Pr28\">Only title information is available from the target paper</snippet>. To properly answer the agent's query, additional searches must retrieve the actual paper text with abstract, methods, results, or discussion paragraphs.\n</answer>", "scores": {"format_bonus": 0.7301658449125953, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.11508292245629763, "tag_closure_rate": 1.0}}
{"sample_idx": 78, "generation": "<answer>\n<snippet id=\"S_NIP4aKy,S_L5NhumS\">The research identifies that high schools often do not actively encourage book reading, leading to lower engagement among adolescents, and recommends providing dedicated time for reading and implementing initiatives like summer reading programs</snippet>. <snippet id=\"S_NIP4aKy,S_L5NhumS\">Teacher support and strong relationships with educators are crucial for fostering a reading culture, with effective practices including promoting choice, collaboration, and competence in classroom settings</snippet>. <snippet id=\"S_L5NhumS\">Reading interventions that integrate motivational principles such as collaboration, relevance, and self-efficacy alongside cognitive skills like reading fluency have shown positive effects on adolescents' reading development</snippet>. <snippet id=\"S_xbJmN70\">Research suggests that school librarians can play an important role in supporting student literacy, with reading engagement being a multidimensional construct that includes behavioral, cognitive, and affective attributes associated with being deeply involved in reading</snippet>. <snippet id=\"S_xbJmN70\">Pleasure in reading is a strong predictor of reading frequency, which leads to growth in literacy skills, and there is growing awareness of the relationship between reading attainment and engagement in both policy and practice</snippet>. <snippet id=\"S_WIheApX\">The presence of qualified school librarians in well-resourced school libraries is associated with benefits for students' literacy attainment, with libraries playing a key role in reading promotion through employing reading and literacy supportive activities</snippet>.\n</answer>", "reference": "<snippet id=\"S_WIheApX,S_HOSScoU\">School librarians are identified as key figures in fostering reading engagement and literacy attainment in secondary education, a finding supported by research citing Merga (2019a, 2019b)</snippet>, and <snippet id=\"S_xbJmN70\">pleasure in reading is a strong predictor of reading frequency which leads to growth in literacy skills</snippet>. <snippet id=\"S_NIP4aKy\">Schools should provide dedicated time for reading and implement initiatives like summer reading programs</snippet>. <snippet id=\"S_NIP4aKy\">Unlike primary schools, high schools often do not actively encourage book reading</snippet>. <snippet id=\"S_L5NhumS\">Effective practices involve creating supportive contexts that foster collaboration, competence, and positive teacher behaviors, and reading interventions integrating motivational principles alongside cognitive skills show positive effects</snippet>.", "scores": {"format_bonus": 0.7956766751783042, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14783833758915207, "tag_closure_rate": 1.0}}
{"sample_idx": 79, "generation": "<answer>\n<snippet id=\"S_0NbePdE,S_RLXmKuG\">The EU AI Act categorizes AI systems based on risk levels, with high-risk systems required to be \"sufficiently transparent\" under Article 13(1), allowing for differentiation based on the system's transparency levels</snippet>. <snippet id=\"S_0NbePdE,S_RLXmKuG\">Article 13 mandates that high-risk AI systems must provide sufficient transparency mechanisms and include user instructions that are accessible and understandable, detailing the systems' characteristics, capabilities, and limitations</snippet>. <snippet id=\"S_TVBhkcK,S_WG0otDu\">Article 14(3) requires human overseers to understand the AI system's capabilities and limitations to monitor its operation and detect anomalies, while Article 14(4) specifies that personnel must be able to interpret outputs correctly and have the authority to override or halt the system</snippet>. <snippet id=\"S_3iocoPc\">Article 4(2)(b) details that if an AI system is considered high-risk, opaque, and complex, explainability is mandated from an EU court not within the system but to the AI deployer through an order to disclose proportional evidence necessary</snippet>. <snippet id=\"S_iTsiprz,S_uIhZh72\">High-risk AI systems face the most stringent documentation obligations, with users requiring clear and accessible instructions while authorities and conformity assessment bodies need comprehensive technical documentation to ensure compliance</snippet>. <snippet id=\"S_xQp268d\">General-purpose AI providers face significant requirements including conformity assessments, human oversight, and detailed technical documentation about system architecture and training datasets, though open-source models may receive some exemptions</snippet>. <snippet id=\"S_vzKoGDA\">The AI Act contains wide-ranging disclosure obligations under Article 11 and Annex IV that apply only to high-risk systems, though there are discussions about extending transparency duties to non-high-risk large generative AI models</snippet>.\n</answer>", "reference": "<answer>\nThe EU AI Act mandates high-risk AI systems to provide sufficient transparency mechanisms under Article 13, including user instructions detailing characteristics, capabilities, and limitations to ensure adequate user information <snippet id=\"S_0NbePdE, S_RLXmKuG\">. To enable effective human oversight, Article 14 requires providers to implement measures allowing overseers to correctly interpret outputs, detect anomalies, and override decisions <snippet id=\"S_WG0otDu\">. Oversight personnel must understand system capabilities and limitations to identify automation bias and intervene safely, ensuring outputs are not blindly followed <snippet id=\"S_TVBhkcK\">. Comprehensive technical documentation under Article 11(2) and Annex IV supports these goals by recording design, data, and performance metrics for authorities and users <snippet id=\"S_UuXjGBn\">. Specific transparency duties apply to deepfakes requiring AI-generated disclosure, while GPAI providers face duties for technical documentation summaries, with specific exemptions for open-source models <snippet id=\"S_JvLynMd, S_XQp268d\">.\n</answer>", "scores": {"format_bonus": 0.6931386229129577, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.09656931145647886, "tag_closure_rate": 1.0}}
{"sample_idx": 80, "generation": "<answer>\n<snippet id=\"S_tyjIFLb,S_ohmbRBN\">Strava serves as a social network for amateur and professional athletes, enabling users to log, monitor, and share fitness accomplishments through status updates, comments, and photos</snippet>, with <snippet id=\"S_tyjIFLb\">core gamification techniques including challenges that reward users with digital badges and trophies for completing specific distances</snippet>. <snippet id=\"S_ohmbRBN\">The app is categorized as a persuasive technology designed to motivate users by tracking routes and providing performance feedback</snippet>, fostering competitive behaviors that can significantly influence user motivation. <snippet id=\"S_soikqKO\">Strava features segments defined by users, allowing for performance comparisons, and highlights achievements with icons like bronze medals for personal records</snippet>, while <snippet id=\"S_soikqKO\">users can view leaderboards to compare their results with others, including specific demographics if they have a premium subscription</snippet>. <snippet id=\"S_fdz63NK\">However, research indicates that many users selectively share data, often withholding metrics like heart rate and wattage, opting instead for basic information such as segment times and elevation</snippet>, reflecting concerns about <snippet id=\"S_fdz63NK\">self-validation and awareness of how others perceive their data</snippet>. <snippet id=\"S_5nbN41y\">Limitations include reliance on a cross-sectional sample of one particular user type (cyclists), with future research needed to replicate findings across other populations and longitudinal tracking of app usage behaviors</snippet>. <snippet id=\"S_47DnIT5\">Designers should support persuasive features such as Competition and Cooperation to foster intrinsic motivation and accountability among socially oriented users</snippet>.\n</answer>", "reference": "<answer>\nStrava employs social features such as challenges, leaderboards, and digital badges as core gamification techniques to encourage repeated use and foster a sense of community among its 36 million active users <snippet id=\"S_tyjIFLb\">. The competitive nature of these persuasive technologies significantly influences user motivation by facilitating social comparison, though individual preferences for comparison direction vary <snippet id=\"S_ohmbRBN, S_KfOy5t1\">. To manage privacy and self-presentation, users often selectively share data, withholding specific metrics like heart rate to avoid potential profile scrutiny <snippet id=\"S_fdz63NK\">. Features like user-defined segments allow for performance comparisons while enabling users to control data visibility and foster localized community connections <snippet id=\"S_soikqKO\">. Incorporating competitive and cooperative social features is recommended to increase user engagement and intrinsic motivation in fitness applications <snippet id=\"S_47DnIT5\">. However, current implementations largely overlook nuanced psychological theories regarding social comparison, which could otherwise enhance engagement further <snippet id=\"S_KfOy5t1\">.\n</answer>", "scores": {"format_bonus": 0.7385131646876614, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.11925658234383067, "tag_closure_rate": 1.0}}
{"sample_idx": 81, "generation": "<answer>\n<snippet id=\"S_ixOFgje\">The White House fact sheet announces a 25% additional tariff on imports from Canada and Mexico, with a 10% additional tariff on imports from China</snippet>. <snippet id=\"S_ixOFgje\">Energy resources from Canada will have a lower 10% tariff rate</snippet>. <snippet id=\"S_ixOFgje\">The announcement specifies that these measures are being implemented to address the national emergency of illegal aliens and drugs, including fentanyl</snippet>. <snippet id=\"S_ixOFgje\">The fact sheet notes that trade accounts for 67% of Canada's GDP, 73% of Mexico's GDP, and 37% of China's GDP, while the U.S. trade deficit in goods was over $1 trillion in 2023</snippet>. <snippet id=\"S_ixOFgje\">The announcement references a previous Presidential Memorandum on American First Trade Policy where President Trump promised to charge Mexico and Canada 25% tariffs on all products entering the United States</snippet>. <snippet id=\"S_ixOFgje\">The document also references the Opioid Crisis as a public health emergency and the use of tariffs to secure the border</snippet>. <snippet id=\"S_ixOFgje\">The fact sheet includes statistics on fentanyl seizures and overdose deaths, noting 75,000 deaths per year attributed to fentanyl alone and 4 billion people worth of fentanyl seized</snippet>. <snippet id=\"S_ixOFgje\">The announcement concludes that tariffs are a proven source of leverage for protecting the national interest and that the U.S. has one of the lowest average tariff rates in the world</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_ixOFgje\">The White House fact sheet specifies a 25% additional tariff on imports from Canada and Mexico, with energy resources from Canada receiving a lower 10% tariff, while China faces a 10% additional tariff</snippet>. <snippet id=\"S_ixOFgje\">The fact sheet notes that in 2023 the U.S. trade deficit in goods was the world's largest at over $1 trillion</snippet>, and that trade accounts for 67% of Canada's GDP, 73% of Mexico's GDP, and 37% of China's GDP. However, <snippet id=\"S_ixOFgje\">this fact sheet does not include specific dollar trade values covered by the tariffs, any retaliation measures from Canada, China, or the EU, or quantitative economic impact estimates (consumer cost, inflation, GDP)</snippet>. The tariff announcement is dated February 2025 and cites the International Emergency Economic Powers Act as the legal basis. <snippet id=\"S_ixOFgje\">The tariffs remain in effect \"until such time as Drugs, in particular Fentanyl, and all Illegal Aliens stop this Invasion of our Country\"</snippet> as per the presidential directive.\n</answer>", "scores": {"format_bonus": 0.9513940109160643, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.22569700545803215, "tag_closure_rate": 1.0}}
{"sample_idx": 82, "generation": "<answer>\n<snippet id=\"S_7QgSGSe\">The slogans \"War is Peace,\" \"Freedom is Slavery,\" and \"Ignorance is Strength\" from George Orwell's \"Nineteen Eighty-Four\" are central to the novel's discourse, with analysis noting that a significant portion of references are secondary uses rather than original</snippet>. <snippet id=\"S_7QgSGSe\">The analysis suggests these slogans can evolve in their interpretation and application within public discourse, reflecting changing societal attitudes and contexts</snippet>. <snippet id=\"S_iDUQY7x\">Slogans tend to act as emotional appeals and can function as conversation killers, discouraging critical thought and meaningful discussion about a given topic</snippet>. <snippet id=\"S_15dkzZt\">In propaganda analysis, slogans are defined as brief and striking phrases that may include labeling and stereotyping, often used to persuade audiences to disapprove of an action or idea</snippet>. <snippet id=\"S_lgOMCo4\">The term \"doubleplus unfree\" is noted as an example of intensifying language derived from Orwell's Newspeak in Nineteen Eighty-Four</snippet>. However, the provided snippets do not contain specific scholarly CDA analysis of these slogans through frameworks like Fairclough, van Dijk, or Foucault, nor detailed analysis of Newspeak linguistic engineering or memory/history control mechanisms.\n</answer>", "reference": "<answer>\n<snippet id=\"S_7QgSGSe\">The slogans from Orwell's Nineteen Eighty-Four—\"War is Peace,\" \"Freedom is Slavery,\" and \"Ignorance is Strength\"—are analyzed as metaphors that undergo discursive drift, where meaning and stance shift over time</snippet>, while <snippet id=\"S_iDUQY7x\">slogans function as thought-terminating clichés that discourage critical thought by offering seemingly simple answers to complex questions</snippet>. <snippet id=\"S_15dkzZt\">These phrases operate as brief, striking terms that act as emotional appeals and may include labeling and stereotyping</snippet>. <snippet id=\"S_lgOMCo4\">Orwell's Newspeak language engineering is exemplified by terms like \"doubleplus unfree,\" which demonstrates the intensifying use of language for ideological control</snippet>. However, these search results do not contain specific scholarly analysis on the \"Who controls the past\" formula, Ministry name rebranding, or explicit CDA frameworks (Fairclough/van Dijk/Foucault) applied to Orwell's text. <snippet id=\"S_7QgSGSe\">A significant portion of references to these slogans in media are secondary uses (73%), indicating their evolution as discursive artifacts rather than original texts</snippet>.\n</answer>", "scores": {"format_bonus": 0.766785678865417, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.13339283943270852, "tag_closure_rate": 1.0}}
{"sample_idx": 83, "generation": "<answer>\n<snippet id=\"S_gsbJVy0\">Eric A. Stach from the University of Pennsylvania will serve as MRS Vice President beginning January 1, 2024</snippet>. <snippet id=\"S_ZPx3NY5\">He will begin his service in the position of vice president/president-elect</snippet>. <snippet id=\"S_gsbJVy0\">He will lead the Board of Directors as MRS President in 2025</snippet>. <snippet id=\"S_5VWgqHF\">He will finish his three-year term as Immediate Past President in 2026</snippet>. <snippet id=\"S_SNLHE9w\">The 2024 election results for the 2025 MRS leadership team were announced</snippet>.\n</answer>", "reference": "<answer>\nEric A. Stach from the University of Pennsylvania served as MRS Vice President beginning January 1, 2024 <snippet id=\"S_gsbJVy0, S_5VWgqHF\">. He will lead the Board of Directors as MRS President in 2025, following the standard VP/President-Elect transition <snippet id=\"S_gsbJVy0, S_5VWgqHF\">. This confirms that Eric A. Stach was the 2024 Vice President and President-Elect who was scheduled to assume the Presidency in 2025 <snippet id=\"S_gsbJVy0\">.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.29054726368159206, "tag_closure_rate": 1.0}}
{"sample_idx": 84, "generation": "<answer>\n<snippet id=\"S_3JECVB5,S_Xa6M06B\">The OASIS STIX 2.1 format is a machine-readable, semi-structured framework for structuring and exchanging cyber threat intelligence (CTI) using JavaScript Object Notation (JSON), with twelve STIX Domain Objects (SDOs) including 'indicator', 'malware', 'report', and 'vulnerability' that describe characteristics of incidents</snippet>. <snippet id=\"S_3JECVB5,S_Xa6M06B\">STIX 2.1 introduced a flat structure where STIX Domain Objects (SDOs) are defined at the top level and relationships between them are managed through STIX Relationship Objects (SROs)</snippet>. <snippet id=\"S_JYIyMdS,S_3JECVB5\">The Indicator SDO contains a 'pattern' property that is crucial for detailing malware indicators within the CTI framework, while SDOs contain common attributes like IDs and object types, with specific attributes relevant to the type such as attacker motivation or tool version</snippet>. <snippet id=\"S_3JECVB5\">SROs come in two types: one that connects two SDOs to highlight relationships (e.g., malware exploiting a vulnerability) and another that identifies a specific SDO with evidential data</snippet>. <snippet id=\"S_3JECVB5\">The Report object serves as the SDO that references these elements, with relevant SDOs and SROs encapsulated in a report</snippet>. <snippet id=\"S_3M0PARM\">In practice, STIX bundles contain 36,100 entities and 13,600 relations with nine unique entity types and five unique relation types, featuring 75% of bundles including a Malware entity and 54% including a Threat Actor</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_3JECVB5,S_Xa6M06B\">The OASIS CTI technical committee maintains STIX 2.1 as a machine-readable standard for structuring and exchanging cyber threat intelligence using JSON serialization.</snippet> <snippet id=\"S_JYIyMdS,S_06F1WZp\">The framework defines STIX Domain Objects (SDOs), including specific types such as 'malware' and 'indicator', to describe characteristics of incidents and threat indicators.</snippet> <snippet id=\"S_JYIyMdS,S_lIvobvB\">The 'indicator' SDO includes a 'pattern' property for detailing malware indicators, while data quality metrics can assess the connectedness of these objects.</snippet> <snippet id=\"S_3JECVB5,S_06F1WZp\">STIX uses STIX Relationship Objects (SROs) to link SDOs, enabling representations such as a malware exploiting a vulnerability or an indicator referencing a threat actor.</snippet> <snippet id=\"S_Xa6M06B\">Integration of CybOX into STIX 2.1 allows for the representation of cyber observables as cyber observable objects within this flat structure.</snippet>\n</answer>", "scores": {"format_bonus": 0.744538077403246, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.12226903870162296, "tag_closure_rate": 1.0}}
{"sample_idx": 85, "generation": "<answer>\n<snippet id=3d29ab62-0>The search results do not contain specific information about newly formed counties in Kohgiluyeh and Boyer-Ahmad Province between 2020-2024</snippet>. <snippet id=3d29ab62-1>One snippet mentions Kohgiluyeh County with Dehdasht as its capital, but this refers to the county rather than a newly formed county</snippet>. <snippet id=3d29ab62-5>One snippet mentions \"newly formed local and province level governments\" but does not specify which counties were formed in this province</snippet>. <snippet id=3d29ab62-8>One snippet lists various locations including \"Kokomian, Kokoumbo, Kolda, Koldaga, Kolia, Koloko\" but these appear to be from a different region (likely Mali) rather than Iran</snippet>. The search results do not contain the specific information needed to identify newly formed counties in this province during the 2020-2024 period.\n</answer>", "reference": "<answer>\n<snippet id=3d29ab62-5>The FAO report mentions \"newly formed local and province level governments\" in a general context, but does not specify particular counties formed in Kohgiluyeh and Boyer-Ahmad Province during 2020-2024</snippet>. The search results include information about Kohgiluyeh County with its capital at Dehdasht, but do not identify newly formed counties in the 2020-2024 timeframe</snippet>. No specific administrative changes or county formations in Kohgiluyeh and Boyer-Ahmad Province during this period are clearly documented in the available snippets</snippet>.\n</answer>", "scores": {"format_bonus": 0.9991558806978054, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.24957794034890265, "tag_closure_rate": 1.0}}
{"sample_idx": 86, "generation": "<answer>\n<snippet id=\"S_ywdgTkl\">For the Trusted Computing Environment & Platform research area, the School of Computer Science at Beihang University won the National Science and Technology Progress Award Second Prize (二等奖) for establishing CROWN, which provides high-trust software development environment, web service middleware platform, and network environment operation platform</snippet>. <snippet id=\"S_UoGmAYk\">For the Virtual Reality & Digital Media research area, the school won the National Science and Technology Progress Award First Prize (一等奖) and Second Prize (二等奖) for developing real-time 3D graphics platform BH-GRAPH and distributed interactive simulation support platform BH_RTI, as well as building distributed virtual environment DVENET</snippet>. <snippet id=\"S_hR66r0h\">The School of Computer Science at Beihang University is recognized as a national key laboratory for virtual reality technology and systems</snippet>.\n</answer>", "reference": "<answer>\n针对虚拟现实与数字媒体方向，北京航空航天大学计算机学院研制了实时三维图形平台BH-GRAPH、分布交互仿真运行支撑平台BH_RTI及分布式虚拟环境DVENET，这些成果获得国家科技进步一等奖和二等奖<snippet id=\"S_UoGmAYk\">。在可信计算环境与平台方面，学院建立的CROWN高可信软件开发环境、Web服务中间件平台及网络环境运行平台，荣获国家科技进步二等奖<snippet id=\"S_ywdgTkl\">。这些研究面向国家战略规划及航空航天行业应用需求展开<snippet id=\"S_ywdgTkl,S_UoGmAYk\">。\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 3.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.4395756457564576, "tag_closure_rate": 1.0}}
{"sample_idx": 87, "generation": "<answer>\n<snippet id=\"S_ksMf31Q\">Sports betting has gained popularity among university students in Nigeria, influenced by the accessibility of online platforms and smartphone applications</snippet>, with research indicating that demographic factors such as being young, male, single, educated, and engaged in full-time studies or employment are associated with higher risks of problem gambling. <snippet id=\"S_sAPmmcf\">Characteristics of past-30-day sports bettors compared to past-year sports bettors show that those who reported past-30-day sports betting were more likely to have a history of indebtedness (11 vs. 6%, p = 0.04)</snippet>, while also exhibiting higher levels of gambling problems. <snippet id=\"S_iL4llG9\">Among young adults aged 16-24, esports bettors were more likely to be students (59%) and exhibit higher impulsivity scores</snippet>, with economic data showing esports bettors were less likely to be inactive (10% vs. 15% for non-gamblers). <snippet id=\"S_7jM1r4W\">Sports betting is more prevalent among men and younger individuals, with the risk of gambling problems increasing significantly with sports betting frequency</snippet>. <snippet id=\"S_zEaN2n7\">Students aged 16-19 years old are at a higher risk for developing a gambling problem compared to younger adolescents when regularly engaging in sports-related gambling</snippet>, with regularly participating in daily fantasy sports being the strongest predictor of at-risk gambling behaviour in 13 to 15-year-old students. <snippet id=\"S_ksMf31Q\">The impact of sports betting advertising has also been a focus of concern, with studies suggesting that such advertising may contribute to higher rates of gambling problems, especially among young males</snippet>. <snippet id=\"S_d3zPQEk\">The study examines the determinants and prevalence of esports betting among emerging adults, focusing on socio-demographics, economic status, impulsivity, and gaming behaviors</snippet>, though specific data on that demographic is not detailed in this study.\n</answer>", "reference": "<answer>\n<snippet id=\"S_C7vME7Z\">An urban school-based survey of 507 Nigerian students found a lifetime gambling prevalence of 57.2%, with 77.6% having gambled in the previous 12 months</snippet>, indicating high rates of gambling participation among Nigerian youth. <snippet id=\"S_ksMf31Q\">Sports betting has gained popularity among university students in Nigeria, with demographic factors including being young, male, single, educated, and engaged in full-time studies or employment associated with higher risks of problem gambling</snippet>. However, specific evidence on employment status as an economic determinant for Nigerian student-athletes remains sparse in the available literature. <snippet id=\"S_sAPmmcf\">Among recent sports bettors, those active in work or studies showed lower percentages (68% for online casino, 59% for horse betting) compared to non-gamblers, while past-30-day sports bettors had higher history of indebtedness (11% vs 6%)</snippet>. <snippet id=\"S_iL4llG9\">Research on emerging adults shows students comprised 59% of esports bettors in a Great Britain sample, with bettors more likely to live in deprived areas</snippet>, suggesting economic strain may be a relevant pathway. Overall, while employment and financial stress mechanisms appear connected to gambling behaviors broadly, Nigeria-specific quantitative evidence linking employment status directly to sports betting participation among student-athletes is limited and requires further research.\n</answer>", "scores": {"format_bonus": 0.8100007616726331, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 6.0, "compression_rate": 0.15500038083631656, "tag_closure_rate": 1.0}}
{"sample_idx": 88, "generation": "<answer>\n<snippet id=\"S_N0JvFLC\">The official Chatbot Arena leaderboard is hosted at lmarena.ai, which has accumulated over 3.5M votes</snippet>. <snippet id=\"S_6IdzsAE\">The leaderboard uses an Elo rating system based on anonymous voting data collected between April 24 and May 22, 2023</snippet>. <snippet id=\"S_hhzNfal\">A multimodal leaderboard was released on June 27, 2024, computed from battles containing images</snippet>. However, <snippet id=\"S_831cvJ0\">none of the provided search snippets contain the current top model name, its Elo rating, or the timestamp/update note</snippet>. The agent will need to browse the official leaderboard page to capture this information.\n</answer>", "reference": "<answer>\nThe official Chatbot Arena Leaderboard is hosted at https://lmarena.ai/ <snippet id=\"S_N0JvFLC\">where over 3.5M votes have been collected for model rankings. The leaderboard uses an Elo rating system based on anonymous voting data <snippet id=\"S_6IdzsAE\">to rank large language models. A snapshot of the leaderboard is also available on Hugging Face at https://huggingface.co/spaces/lmarena-ai/lmarena-leaderboard <snippet id=\"S_831cvJ0\">. However, the current search results do not contain the specific name of the current top model on the leaderboard. A direct visit to the official lmarena.ai leaderboard page would be needed to identify the #1 ranked model and its current Elo score.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.5118870728083209, "tag_closure_rate": 1.0}}
{"sample_idx": 89, "generation": "<answer>\n<snippet id=\"S_gu69vHf,S_Cn1GhvJ,S_DVeLkbI\">DESI results indicate dark energy has an equation of state w(z) crossing the phantom barrier (w < -1) for z > 1, with w0 > -1, suggesting evolving dark energy models that deviate from w = -1</snippet>. <snippet id=\"S_Cn1GhvJ\">DESI+CMB data suggests a ≃ 3σ deviation from ΛCDM, indicating a potential phantom crossing at z_c ≃ 0.45, where w(z) < -1</snippet>. <snippet id=\"S_ZCPd5ub\">Recent findings from DESI Data Release 2 (DR2) favor a dynamical dark energy characterized by a phantom crossing feature</snippet>. <snippet id=\"S_ZIWoomJ\">The original DESI paper favours a phantom behaviour of dark energy (w < -1) over a significant redshift range, with a preference for crossing to the non-phantom region at lower redshift</snippet>. <snippet id=\"S_otM3Qb8\">Latest DESI measurements suggest dark energy may be evolving into the phantom regime with w(z) < -1, indicating potential deviations from the ΛCDM model</snippet>. <snippet id=\"S_ZIWoomJ\">However, there are various issues associated with using the w0wa model, as it is a phenomenological ansatz that is not based on a physical and selfconsistent model of dark energy, with no obstacle to the phantom regime w < -1</snippet>. <snippet id=\"S_9e2mrFy\">This work contributes to the growing body of research aimed at unraveling the mysteries of dark energy and its role in the accelerated expansion of the universe</snippet>.\n</answer>", "reference": "<answer>\nDESI results indicate a preference for phantom behaviour (w < -1) over a significant redshift range, with a crossing to the non-phantom region at lower redshift <snippet id=S_ZIWoomJ>. DESI DR2 data suggests a potential phantom crossing at z_c ≃ 0.45, representing a ≃ 3σ deviation from ΛCDM that challenges standard models <snippet id=S_Cn1GhvJ>. The phantom regime w < -1 is considered unphysical in general relativity, motivating alternative theoretical frameworks <snippet id=S_ZIWoomJ>. Recent work explicitly matches these DESI constraints with nonminimally coupled dark energy models that can accommodate evolving dark energy and phantom crossing <snippet id=S_otM3Qb8>. Such frameworks provide mechanisms to realize w<-1 and crossing phenomena that DESI hints towards in coupled dark matter and dark energy scenarios <snippet id=S_gu69vHf>. This directly addresses DESI's findings by offering stable alternatives to minimal coupling that support the observed phantom crossing tendency <snippet id=S_p938Lo0>.\n</answer>", "scores": {"format_bonus": 0.8502852287899016, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.17514261439495085, "tag_closure_rate": 1.0}}
{"sample_idx": 90, "generation": "<answer>\n<snippet id=\"S_RujXXPj,S_4mMdKmh,S_8bzg1KA,S_NDPofwS,S_Tg2CFEg\">The margin of safety in pharmacology is defined as the ratio between the amount of drug that is lethal to 1% of the population and effective in 99% of the population, calculated as LD1/ED99</snippet>. <snippet id=\"S_NDPofwS,S_Tg2CFEg\">This represents the safety of a drug at high doses, with a higher margin of safety indicating lower risk of toxicity</snippet>. However, <snippet id=\"S_KtkXCqd\">none of the retrieved snippets contain explicit discussion about when margin of safety cannot be calculated or when it fails to appear in a definitional sense</snippet>. The search results confirm the standard definition but do not address the specific condition where margin of safety becomes undefined or uncomputable.\n</answer>", "reference": "<answer>\n<snippet id=\"S_RujXXPj,S_4mMdKmh,S_NDPofwS,S_Tg2CFEg\">The margin of safety in pharmacology is defined as the ratio of LD1 (lethal dose to 1% of population) to ED99 (effective dose to 99% of population)</snippet>. <snippet id=\"S_8bzg1KA\">This measure is also referred to as the Certain Safety Factor</snippet>. However, the provided search results do not contain information about conditions under which margin of safety \"fails to appear\" or cannot be calculated <snippet id=\"S_KtkXCqd\">, and no snippet addresses when this definition is undefined or inapplicable</snippet>. <snippet id=\"S_ITpLCrH,S_gWkoXUl,S_PNN5Uwr\">Alternative measures such as the therapeutic index using LD50/ED50 are also mentioned</snippet>. <answer>\n</answer>", "scores": {"format_bonus": 0.9665693430656934, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2332846715328467, "tag_closure_rate": 1.0}}
{"sample_idx": 91, "generation": "<answer>\n<snippet id=\"S_X5s1Ifa,S_HKqSHCf\">The study found that abstract avatars, particularly robots, led to increased risky behaviors while self-representations fostered cautious behavior</snippet>, with half of participants reporting altered reactions and strategies based on the controlled character. <snippet id=\"S_X5s1Ifa,S_HKqSHCf\">Ownership perceptions favored doppelgangers over robots, and abstract representations allowed users to adopt more risky behaviors</snippet>. However, <snippet id=\"S_JIjtTEQ,S_XSKnvh7\">none of the provided snippets contain explicit evidence of group polarization or risky shift in multi-user virtual environments with avatars</snippet>. The search results discuss avatar visual fidelity, embodiment, and risky behaviors in single-user contexts rather than group discussion or social influence effects. <snippet id=\"S_snWHiX5\">Avatar coaches have been implemented in immersive virtual reality situations for various applications including risk prevention education</snippet>, but this does not address the specific group polarization construct. Additional searches may be needed to find studies on group polarization in avatar-mediated immersive VR environments.\n</answer>", "reference": "<answer>\n<snippet id=\"S_X5s1Ifa, S_HKqSHCf\">The search results indicate that abstract avatars (such as robots) can lead to increased risky behaviors compared to self-representations that foster cautious behavior</snippet>, which relates to the Proteus Effect where avatar appearance influences user conduct <snippet id=\"S_X5s1Ifa\">. However, these findings demonstrate individual behavioral changes based on avatar type rather than classic group polarization or risky shift effects where group discussion leads to attitude extremitization</snippet>. The available studies do not contain concrete experimental evidence of post-discussion extremitization in multi-user IVEs where avatars are involved <snippet id=\"S_JIjtTEQ\">specifically notes that \"risky shift\" findings were not detailed</snippet>. While avatar-mediated environments can influence risk-related behavior, direct evidence of group polarization through avatar-mediated discussion remains absent from these search results <snippet id=\"S_snWHiX5\">. The research focuses more on how visual fidelity and avatar similarity affect embodiment and individual actions rather than group dynamics leading to polarization</snippet>.\n</answer>", "scores": {"format_bonus": 0.7289772727272728, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.11448863636363636, "tag_closure_rate": 1.0}}
{"sample_idx": 92, "generation": "<answer>\n<snippet id=\"S_uPQ5gEz,S_s2HVIjN,S_CBhXwnS,S_L4MYIrf,S_7dWRH62,S_iDdAzGv,S_yVKm3fu,S_ktaELRS\">The Electric Arc Lamp patent was issued to Nikola Tesla on February 9, 1886, with patent number 335,786</snippet>. <snippet id=\"S_L4MYIrf\">This patent was granted to Nikola Tesla of Smiljan Lika, Austria-Hungary</snippet>. <snippet id=\"S_iDdAzGv\">The patent describes an improved electric arc lamp using electromagnets and lever mechanisms to precisely separate and feed carbon electrodes</snippet>. <snippet id=\"S_yVKm3fu\">This patent was issued after the Commutator for Dynamo-Electric Machines on January 26, 1886</snippet>. <snippet id=\"S_ktaELRS\">The patent is listed in the Wikipedia list of Nikola Tesla patents as U.S. patent 335,787 for Electric arc lamp in 1886</snippet>.\n</answer>", "reference": "<answer>\nNikola Tesla's Electric Arc Lamp patent, US 335,786, was granted on February 9, 1886 <snippet id=\"S_uPQ5gEz,S_L4MYIrf\">. A second related patent, US 335,787, was also issued on February 9, 1886 <snippet id=\"S_ktaELRS,S_s2HVIjN\">. The \"Commutator for Dynamo-Electric Machines\" was issued on January 26, 1886 <snippet id=\"S_yVKm3fu\">. Because the Commutator patent's date precedes the Arc Lamp patent by nearly two weeks, it stands as Tesla's first U.S. patent by issue date <snippet id=\"S_yVKm3fu\">. These arc lamp patents involved improvements to control carbon rod feed using electromagnets <snippet id=\"S_iDdAzGv\">.\n</answer>", "scores": {"format_bonus": 0.9892307692307692, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.24461538461538462, "tag_closure_rate": 1.0}}
{"sample_idx": 93, "generation": "<answer>\n<snippet id=\"S_cGRsAZI,S_IhbWqXF\">The episode \"Rhino Rocket with Tina Munjal, MD\" is part of \"Stories from the World of Medicine\" Season 3, Episode 2, released on February 18, 2020</snippet>. <snippet id=\"S_cGRsAZI,S_IhbWqXF\">The guest is Otolaryngologist Tina Munjal, MD</snippet>. <snippet id=\"S_cGRsAZI\">The episode is hosted by The Nocturnists Podcast</snippet>. <snippet id=\"S_NZ9gUn7,S_eavn8We\">The story focuses on learning to be comfortable outside of her comfort zone</snippet>. <snippet id=\"S_Q1JiXuV\">The episode is also listed as S3 E2: Rhino Rocket</snippet>. <snippet id=\"S_C2IKgBh\">The episode is sponsored by The Nocturnists</snippet>. <snippet id=\"S_bWx7wAc\">Tina Munjal shared highlights of her medical school and residency experience with a live audience</snippet>.\n</answer>", "reference": "<answer>\n<snippet id=\"S_cGRsAZI,S_IhbWqXF\">The episode \"Rhino Rocket with Tina Munjal, MD\" is Season 3, Episode 2 of Stories from the World of Medicine podcast by The Nocturnists, released on February 18, 2020</snippet>. <snippet id=\"S_cGRsAZI,S_IhbWqXF\">The guest is Tina Munjal, MD, an Otolaryngologist who shares her medical story</snippet>. <snippet id=\"S_NZ9gUn7,S_arbvh0R\">The story is about learning to be comfortable outside of her comfort zone</snippet>. <snippet id=\"S_cGRsAZI,S_IhbWqXF\">The episode page is available at thenocturnists.org/podcast/rhino-rocket with illustrations by Lindsay Mound</snippet>. Runtime information is not available in the search results.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.28546036260220403, "tag_closure_rate": 1.0}}
{"sample_idx": 94, "generation": "<answer>\n<snippet id=\"S_btUw1xy\">The concept of de-extinction is discussed in the context of functional proxies for species driven to extinction by humans, with potential benefits for ecosystems</snippet>. <snippet id=\"S_btUw1xy\">Cloning techniques like somatic cell nuclear transfer (SCNT) could enable the de-extinction of recently extinct mammals with preserved tissues</snippet>. <snippet id=\"S_aQHGJDJ,S_BVGS7oK\">Evolutionary potential (EP) serves as a proxy for extinction risk, with its disregard leading to misdirected conservation prioritization and missed recovery opportunities</snippet>. <snippet id=\"S_yJ0bKZt\">Extinction-risk assessments that include genetic factors focus on inbreeding depression and rarely integrate EP, creating uncertainty in decision-making</snippet>. <snippet id=\"S_btUw1xy\">Genomic modifications including gene drives raise ethical and regulatory concerns, while chromosome-level reference genomes remain scarce for over 95% of animal species</snippet>. <snippet id=\"S_btUw1xy\">Functional proxies of recently extinct species could be beneficial for ecosystems, though the field of conservation paleobiology remains defining its identity and practical engagement</snippet>.\n</answer>", "reference": "<answer>\nBased on the search results, explicit \"de‑extinction\" research from 2022‑2025 is limited in the provided snippets. <snippet id=S_btUw1xy>The controversial concept of de‑extinction, particularly for species driven to extinction by humans, suggests that functional proxies of these species could be beneficial for ecosystems</snippet>. <snippet id=S_btUw1xy>Cloning techniques like somatic cell nuclear transfer (SCNT) could enable the de‑extinction of recently extinct mammals with preserved tissues</snippet>. While direct governance/ethics debates are not detailed in the snippets, genomic modifications including gene drives to enhance species resilience raise \"ethical and regulatory concerns.\" <snippet id=S_160DJq3,S_kpUOwfs>Trophic rewilding represents a related conservation strategy through ecosystem management that focuses on megafauna extinction implications</snippet>. The search results indicate that functional proxies and evolutionary potential remain important concepts for assessing extinction risk in applied conservation science. <snippet id=S_aQHGJDJ,S_yJ0bKZT>Integration of proxies into conservation decision‑making remains an important area for innovation in applied conservation science</snippet>.\n</answer>", "scores": {"format_bonus": 0.7012205178954313, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.10061025894771565, "tag_closure_rate": 1.0}}
{"sample_idx": 95, "generation": "<answer>\n<snippet id=\"S_4iZB0OB\">The central baryon chemical potential of a neutron star at zero temperature is predicted to be 1319 MeV</snippet>, which is below the limits set by perturbative quantum chromodynamics. <snippet id=\"S_exyOPhA\">The neutron critical chemical potential, which indicates the transition to a quark phase, lies between 1050 MeV and 1400 MeV at zero temperature</snippet>. <snippet id=\"S_BQ1tanr\">Baryon chemical potential values in the context of beta equilibrium typically fall within the range of several hundred MeV to a few GeV</snippet>, depending on the specific conditions and models used. <snippet id=\"S_jARyMl0\">The baryon chemical potential in neutron stars is typically in the range of several hundred MeV to a few GeV</snippet>, reflecting the extreme conditions present in such dense astrophysical objects. <snippet id=\"S_dKTw9kz\">The baryon chemical potential in this context is expected to be in the GeV range</snippet>, though specific numerical values are not provided in the text. <snippet id=\"S_WRBepHG\">Neutron stars reach beta equilibrium involving neutrons, protons, and electrons, characterized by the relationship µp = µn - µe</snippet>, with additional baryons such as Λ hyperons emerging when their chemical potential condition is satisfied.\n</answer>", "reference": "<answer>\nAt zero temperature, the central baryon chemical potential of a neutron star is predicted to be 1319 MeV <snippet id=\"S_4iZB0OB\">. Models of the hadron-quark phase transition indicate the critical neutron chemical potential lies between 1050 MeV and 1400 MeV at zero temperature <snippet id=\"S_exyOPhA\">. In the context of beta equilibrium, baryon chemical potential values typically fall within the range of several hundred MeV to a few GeV <snippet id=\"S_BQ1tanr\">. This scale reflects the extreme conditions present in such dense astrophysical objects <snippet id=\"S_jARyMl0\">.\n</answer>", "scores": {"format_bonus": 0.7250043170436885, "citation_format_reward": 1.0, "citation_claim_count": 11.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.11250215852184424, "tag_closure_rate": 1.0}}
{"sample_idx": 96, "generation": "<answer>\n<snippet id=\"S_e9zzIKc,S_GveNEie,S_37bk94m\">The Bond et al. (2012) experiment involved 61 million Facebook users during the 2010 U.S. Congressional Election who were shown messages at the top of their News Feeds encouraging them to vote</snippet>, with results showing that <snippet id=\"S_e9zzIKc\">the Facebook social message increased turnout by close to 340,000 votes</snippet>. <snippet id=\"S_37bk94m\">The study found that Facebook utilized \"social proof\" by displaying images of friends who had voted, encouraging users to imitate their behavior rather than relying on direct algorithmic recommendations</snippet>. <snippet id=\"S_37bk94m\">This approach led to approximately 60,000 individuals voting directly and an additional 280,000 influenced indirectly</snippet>. <snippet id=\"S_mXK3pZh,S_8SBonkH\">The 2012 replication experiment during the U.S. Presidential Election showed similar effects, with total voting increases of 270,000 people and 280,000 influenced indirectly through close friends</snippet>. <snippet id=\"S_gGLgZLn\">However, the study found very small effects from this information treatment, which the authors acknowledged as a limitation</snippet>, though the paper's abstract and conclusion emphasized the success of influencing voter behavior through Facebook.\n</answer>", "reference": "<answer>\nThe Bond et al. 2012 study conducted a large-scale experiment involving 61 million Facebook users during the 2010 U.S. Congressional Election, where users were shown messages with images of friends who had already voted <snippet id=\"S_e9zzIKc,S_GveNEie,S_37bk94m\">to assess social influence on voting behavior</snippet>. The results demonstrated that this social messaging approach increased turnout, with approximately 60,000 additional votes directly attributed to the message in 2010 <snippet id=\"S_e9zzIKc,S_mXK3pZh\">and effects replicated in the 2012 U.S. Presidential Election with about 90,000 directly mobilized voters</snippet> <snippet id=\"S_Z2mbNNa,S_8SBonkH\">. Social influence spread through the network as friends of treated users were also indirectly influenced, adding approximately 180,000-280,000 additional votes in total across both elections</snippet> <snippet id=\"S_Z2mbNNa,S_mXK3pZh,S_37bk94m\">. However, some researchers note that while the effect sizes were statistically significant, they were relatively small relative to the massive sample size <snippet id=\"S_gGLgZLn\">. Despite this limitation, the study remains widely cited as evidence that online social networks can impact offline political behavior through interpersonal influence mechanisms</snippet> <snippet id=\"S_8SBonkH,S_I0UxhZS\">.\n</answer>", "scores": {"format_bonus": 0.7600977361124963, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.13004886805624813, "tag_closure_rate": 1.0}}
{"sample_idx": 97, "generation": "<answer>\n<snippet id=\"S_4LDk9pb\">IGN confirms the launch date as November 23, 2004</snippet>, with the article explicitly stating this is the date for North America, Australia, and New Zealand. <snippet id=\"S_4am1dTv\">Another IGN article notes the game first launched in North America on November 23, 2004</snippet>. <snippet id=\"S_Iyt7Mpt\">A December 2004 IGN article also references the November 23 release date</snippet>. This fourth independent source from IGN corroborates the November 23, 2004 release date for World of Warcraft.\n</answer>", "reference": "<answer>\n<snippet id=\"S_4LDk9pb, S_4am1dTv, S_Iyt7Mpt\">World of Warcraft was officially released on November 23, 2004</snippet>, with the launch date confirmed for North America, Australia, and New Zealand <snippet id=\"S_4LDk9pb, S_mhE8bKy\">simultaneously across these regions</snippet>. IGN explicitly reported that November 23, 2004 was the launch date in multiple articles from late 2004 <snippet id=\"S_4LDk9pb, S_4am1dTv, S_Iyt7Mpt\">. This date is further corroborated by Wikipedia, which states the game was released on November 23, 2004</snippet> <snippet id=\"S_3ft58Qe, S_K0CkkAv>, and by Blizzard's own press announcements</snippet> <snippet id=\"S_6wNkGtZ, S_mn2djgd>. The release marked the 10th anniversary of the Warcraft franchise</snippet> <snippet id=\"S_3ft58Qe>.\n</answer>", "scores": {"format_bonus": 0.8796586555207244, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.18982932776036224, "tag_closure_rate": 1.0}}
{"sample_idx": 98, "generation": "<answer>\n<snippet id=\"S_jYWskoE,S_q2ORi2Q\">Cytokinin promotes axillary bud outgrowth by counteracting auxin-mediated inhibition, while auxin suppresses bud outgrowth through the promotion of systemic and local strigolactone (SL) synthesis and upregulation of MAX genes in Arabidopsis</snippet>. <snippet id=\"S_jYWskoE,S_gqi212y\">In this regulatory network, auxin and SL act as inducers while CK act as repressors of BRC1 expression</snippet>. <snippet id=\"S_nFj5ih3,S_Uuo070s\">Strigolactones are synthesized by carotenoid cleavage dioxygenases (CCD7/CCD8, also known as MAX3/MAX4 in Arabidopsis) and function as endogenous suppressors of axillary bud outgrowth by upregulating BRANCHED1 (BRC1), a gene encoding a repressor of bud outgrowth</snippet>. <snippet id=\"S_jLTk85S,S_XRhJBhI\">The interactions among auxin, cytokinin, and strigolactone are crucial for axillary bud outgrowth, with auxin inhibiting cytokinin biosynthesis through an AXR1-dependent pathway while promoting strigolactone biosynthesis</snippet>. <snippet id=\"S_gLbtlMj,S_XRhJBhI\">Auxin-mediated inhibition of bud outgrowth is linked to increased SL synthesis, and auxin can indirectly promote BRC1 expression in the bud through control of these antagonistic factors</snippet>. <snippet id=\"S_NtlEzla\">BRC1 is a key regulatory hub for shoot branching in Arabidopsis, interacting with various endogenous and environmental factors including hormones, nutrients, and light to determine the branching phenotype</snippet>.\n</answer>", "reference": "<answer>\nCytokinin (CK), strigolactone (SL), and auxin form a regulatory network where auxin inhibits axillary bud outgrowth by suppressing CK levels and enhancing SL biosynthesis <snippet id=S_jYWskoE,S_q2ORi2Q>. Auxin promotes the transcription of SL biosynthesis genes, including MAX3/MAX4 (orthologs CCD7/CCD8), to synthesize SLs that suppress branching <snippet id=S_jYWskoE,S_nFj5ih3>. These hormones converge on BRANCHED1 (BRC1), a transcriptional hub where SL upregulates BRC1 expression to inhibit growth, while CK represses BRC1 to promote outgrowth <snippet id=S_gqi212y,S_gLbtlMj>. Consequently, auxin indirectly regulates BRC1 through these antagonistic factors rather than direct transport into the bud <snippet id=S_gqi212y>. BRC1 integrates these signals to suppress bud outgrowth, with mutants like amp1 showing enhanced branching due to altered CK levels and reduced BRC1 <snippet id=S_Uuo070s,S_gLbtlMj>.\n</answer>", "scores": {"format_bonus": 0.7726775956284153, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.13633879781420766, "tag_closure_rate": 1.0}}
{"sample_idx": 99, "generation": "<answer>\n<snippet id=\"S_Y8Mojus,S_Gk4sG8w,S_5WLXO2p\">Perplexity AI offers three pricing tiers: Free, Pro ($20/month or $200/year), and Enterprise Pro ($40/month or $400/year) for AI Copilot services</snippet>. <snippet id=\"S_Y8Mojus,S_Gk4sG8w,S_5WLXO2p\">The Pro version includes access to advanced AI models like GPT-4o and Claude 3.7 Sonnet, file analysis for PDFs and images, image generation, and 300 daily Pro searches</snippet>. <snippet id=\"S_Y8Mojus,S_Gk4sG8w,S_5WLXO2p\">It also provides unlimited Copilot queries, real-time web access for research, and faster response times</snippet>. <snippet id=\"S_Y8Mojus\">The Enterprise Pro tier offers unlimited queries, 500 daily deep research capabilities, organizational file repositories, advanced security options, and dedicated support</snippet>. <snippet id=\"S_yvm9XpN\">Users report the Pro subscription is beneficial for research and casual searches, though there are limitations including restricted programming support and challenges with long-form content generation</snippet>. <snippet id=\"S_yvm9XpN\">Some users find it superior to alternatives like Google for search capabilities, while others note drawbacks in file handling and custom bot functionality</snippet>.\n</answer>", "reference": "<answer>\nPerplexity AI offers three pricing tiers: Free, Pro ($20/month or $200/year), and Enterprise Pro ($40/month per seat or $400/year) with discounts for annual billing <snippet id=\"S_Y8Mojus,S_Gk4sG8w,S_5WLXO2p\">. The Pro subscription includes access to advanced AI models like GPT-4o, Claude 3.5 Sonnet, and Claude 3.7, plus unlimited Copilot queries, file upload for PDFs and images, and real-time web access <snippet id=\"S_Gk4sG8w,S_5WLXO2p,S_yvm9XpN\">. Pro users also receive features like multi-step reasoning searches, deep research queries (3-300 daily depending on source), and Perplexity Labs for structured outputs <snippet id=\"S_Y8Mojus,S_Gk4sG8w\">. However, some users report limitations in programming support, long-form content generation, and file handling compared to competitors <snippet id=\"S_yvm9XpN\">. Enterprise Pro adds organizational file repositories, collaboration features, unlimited deep research (500 per day), and advanced security options <snippet id=\"S_Y8Mojus\">.\n</answer>", "scores": {"format_bonus": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.2559055118110236, "tag_closure_rate": 1.0}}
