{"sample_idx": 0, "generation": "<answer>\n<snippet id=\"S_z9c3Jms,S_hXE5LYe,S_9Mgjk7i\">PPO (Schulman et al., 2017) is a model-free reinforcement learning algorithm that uses a clipped surrogate objective to optimize policy updates</snippet>, <snippet id=\"S_z9c3Jms,S_r9aDbc9,S_AuYFhyP\">clipping the probability ratio between the current and old policies to prevent large deviations that could cause unstable learning</snippet>. <snippet id=\"S_hXE5LYe,S_9Mgjk7i\">The clipped objective is defined as clip(r_t, 1−ε, 1+ε)A_t, where ε is a tunable hyperparameter (typically 0.1-0.2) that controls the update range</snippet>. <snippet id=\"S_AuYFhyP,S_HkWtygo\">This approach ensures that 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_9Mgjk7i\">The training loop involves collecting trajectories from parallel environments, computing advantage estimates, and performing multiple update epochs to adjust policy parameters through gradient ascent</snippet>. <snippet id=\"S_AuYFhyP\">Additionally, an entropy regularization term is included to promote action diversity and ensure sufficient exploration during training</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": 0.7544731610337971, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1272365805168986, "tag_closure_rate": 1.0}}
{"sample_idx": 1, "generation": "<answer>\n<snippet id=\"S_KK5Rnzh,S_yHishm4\">The Trump administration imposed tariffs on $283 billion of US imports in 2018, with rates ranging from 10% to 50%, without waiting for WTO authorization</snippet>, and <snippet id=\"S_ZSDo4iu\">these measures were part of a populist agenda aimed at protecting American jobs amid US-China economic tensions</snippet>. <snippet id=\"S_yHishm4\">In retaliation, countries such as China, the European Union, and Canada filed cases against the US at the WTO and imposed their own tariffs on approximately $121 billion of US exports, averaging 16%</snippet>. <snippet id=\"S_I1oE0tb\">Research indicates that trade-related job losses have a distinct anti-incumbent effect, while trade integration may increase perceived insecurity</snippet>, and <snippet id=\"S_bTYtYjO\">the analysis reveals that retaliatory tariffs predominantly affected areas that supported Trump in the 2016 presidential election</snippet>. <snippet id=\"S_ned0wFk\">The U.S. tariffs led to retaliatory measures from trading partners, including Canada, Mexico, and the EU, escalating trade tensions</snippet>. However, the provided search results do not contain specific information from Fajgelbaum et al.'s \"The Return to Protectionism\" regarding distributional impacts on low-income households or explicit regressivity measures.\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": 0.9118641463039803, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.20593207315199016, "tag_closure_rate": 1.0}}
{"sample_idx": 2, "generation": "<answer>\n<snippet id=\"S_vOhHdDS\">ZeRO-DP has three main optimization stages corresponding to partitioning of optimizer states, gradients, and parameters, with memory reductions of 4x, 8x, and linear scaling with DP degree respectively</snippet>. <snippet id=\"S_lxTe76D\">The total communication volume in ZeRO is 3, spread evenly across 2 all-gather and 1 reduce-scatter operations during forward and backward passes</snippet>. <snippet id=\"S_RRxd5ah\">Hybrid ZeRO approaches in LoongTrain and DeepSpeed-Ulysses can reduce redundant memory usage to 1/(N×M) of model states by sharding across both data-parallel and sequence-parallel dimensions</snippet>. <snippet id=\"S_lxTe76D\">ZeRO++ offers additional communication optimizations including quantized weight communication (50% volume reduction), hierarchical weight partitioning (replaces cross-machine all-gather with intra-machine all-gather for faster communication), and quantized gradient communication</snippet>. <snippet id=\"S_BWVyprV\">DeepSpeed's incremental optimization stages (stage-1, stage-2, stage-3) correspond to sharding optimizer state, gradients, and model parameters across data parallel ranks respectively</snippet>. <snippet id=\"S_vOhHdDS\">With all three ZeRO-DP stages enabled, a trillion-parameter model can be trained on 1024 NVIDIA GPUs with memory reduction of 64x at 50% increased communication volume</snippet>. <snippet id=\"S_j6ySuf6\">Optimizer state sharding can be enabled in DeepSpeed by setting \"shard optimizer state\": True in model parallelism configuration</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": 0.726079409850293, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11303970492514645, "tag_closure_rate": 1.0}}
{"sample_idx": 3, "generation": "<answer>\nMultiple single-cell RNA-seq studies have documented heterogeneity within human iPSC-derived oligodendrocyte progenitor cells (OPCs) <snippet id=\"S_f8dkLgt,S_4EQbvky\">scRNA-seq of iPSC-derived OPCs revealed distinct immunophenotypic populations based on PDGFRA and EGFR expression, including a THY1 hi EGFR + PDGFRA + putative pre-OPC subset, THY1 hi EGFR À PDGFRA + putative OPCs, THY1 hi EGFR À PDGFRA À more mature oligodendrocytes, and a heterogeneous THY1 hi EGFR + PDGFRA À population likely containing both OPCs and neural stem cells</snippet>. These studies identify subpopulations of human oligodendrocyte progenitor cells (hOPCs) with different transcriptional profiles <snippet id=\"S_f8dkLgt\">sub-populations of human oligodendrocyte progenitor cells (hOPCs) including a potential cytokine-responsive hOPC subset</snippet>. Temporal and spatial analyses show developmental progression from pre-OPCs to mature oligodendrocytes with distinct marker expression patterns <snippet id=\"S_0B4X0t7,S_UNKcnGN\">lineage-traced cells correlate more with oligodendrocytes (OLs) and astrocytes than with neurons, microglia, or endothelial cells, with Monocle analysis indicating a developmental progression among oligodendrocyte-lineage cells</snippet>. Furthermore, functional heterogeneity exists with subsets of cells showing different gene expression related to cell-cycle regulation, myelination, and signaling pathways <snippet id=\"S_f8dkLgt,S_X78NGqm\">Pseudotime trajectory analysis defines developmental pathways of oligodendrocytes vs astrocytes from PDGFRα-expressing hOPCs, with mTOR and cholesterol biosynthesis signaling pathways involved in maturation</snippet>. These findings demonstrate significant transcriptional and functional diversity within iPSC-derived OPC populations that must be considered in differentiation protocols <snippet id=\"S_X78NGqm\">OPCs are transcriptionally similar across these regions at postnatal day 7 (P7), suggesting that bulk analysis may mask underlying diversity</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": 0.8252434935334505, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.16262174676672522, "tag_closure_rate": 1.0}}
{"sample_idx": 4, "generation": "<answer>\n<snippet id=\"S_6E6a3hH,S_UDpXMMR\">Transcriptome analysis in cotton boll weevil (Anthonomus grandis) has identified contigs related to RNA interference mechanisms, including conserved PAZ domains and sequences similar to Tribolium castaneum</snippet>, though <snippet id=\"S_fXsP2MN\">no RNA-dependent RNA polymerase (RdRP) gene was detected</snippet> in the available data. <snippet id=\"S_tDo09SB,S_TA2bEqI\">RNAi effectiveness in A. grandis is hindered by barriers including dsRNA delivery, cellular uptake, and degradation by gut nucleases (AgraNuc1, AgraNuc2, and AgraNuc3)</snippet>. <snippet id=\"S_UDpXMMR\">Microinjection of dsRNA targeting chitin synthase 1 resulted in unviable eggs and malformed larvae</snippet>, demonstrating proof-of-concept for RNAi-based control. <snippet id=\"S_fXsP2MN\">Transgenic plants expressing dsRNAs aimed at silencing critical insect genes have shown effective protection against pest damage and reduced larval growth in laboratory settings</snippet>, though <snippet id=\"S_fXsP2MN\">further development and extensive field testing are necessary to fully assess the effectiveness and viability of RNAi technology in agriculture</snippet>. The search results do not provide specific information on Brazilian field trials, Embrapa/CTNBio regulatory status, or promoter details like uceA1.7 for Cry1Ia12/Cry10Aa lines.\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": 0.8595741884610331, "citation_format_reward": 1.0, "citation_claim_count": 11.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.1797870942305165, "tag_closure_rate": 1.0}}
{"sample_idx": 5, "generation": "<answer>\n<snippet id=\"S_OLKZZOQ\">The 1991 Kuwait oil fires exhibited significant aerosol radiative forcing effects with net heating rates of up to 3.9 K/h at 1 h and 2.3 K/h at 3 h plume age</snippet>, <snippet id=\"S_hTyNcJU\">and studies characterized the plume from the Kuwait oil fires following the 1991 Gulf War with a low single scattering albedo of 0.66 at 538 nm</snippet>. <snippet id=\"S_vOW7FR3\">The radiative forcing of the 1991 Kuwait oil fire plumes showed uncertainties of 20-40% in the coagulation rate and a factor of 5-6 uncertainty in the state of mixture</snippet>, <snippet id=\"S_kBPPpCP\">which affected the calculated solar aerosol radiative forcing at the tropopause as a function of plume age</snippet>. <snippet id=\"S_0LL30pj\">The oil fires and military operations resulted in substantially increased levels of airborne particulate matter (PM) in the region around the GCC</snippet>, <snippet id=\"S_vaq6doy\">with black and organic carbon constituting 5-10% of total particle mass in the smoke aerosols</snippet>. <snippet id=\"S_3xcpkDw\">Regional aerosol optical depths (AODs) exceeded 0.8 and there was a significant emission of ∼3.5 Tg smoke particles</snippet>, <snippet id=\"S_dFPlFos\">which caused cooling at the top of atmosphere by −60 Wm−2 and at surface level by −175 Wm−2</snippet>. However, the provided snippets do not contain specific data on boundary layer wind speed alterations or turbine performance impacts from oil fire aerosols.\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": 0.8820718160681995, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.19103590803409973, "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\">The malware no longer performs anti-VM checks or downloads third-party DLLs, and now uses RC4 encryption for network communications</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\">The control panel has been 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": 0.7652315190901706, "tag_closure_rate": 1.0}}
{"sample_idx": 7, "generation": "<answer>\n<snippet id=\"S_LIOMj3a,S_sRbBHcj\">A cohort study using US Department of Veterans Affairs (VA) national health-care databases examined the risk of incident diabetes in COVID-19 survivors beyond the acute phase</snippet>, finding <snippet id=\"S_sRbBHcj\">a significant increased risk of incident diabetes with an excess burden of 8.28 per 1000 non-hospitalised individuals at 12 months post-infection</snippet>. <snippet id=\"S_lB72BOu\">The analysis reported a hazard ratio of 1.40 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 and excess burden of incident antihyperglycemic use (HR 1.85, excess burden 12.35 per 1000 people at 12 months)</snippet>. <snippet id=\"S_7DZccVx\">The study concluded that diabetes should be considered a facet of the multifaceted long COVID syndrome requiring integrated screening and management in post-acute care strategies</snippet>. <snippet id=\"S_HmTazVA\">A systematic review found non-hospitalized COVID-19 patients had a 25% increased risk of new-onset type 2 diabetes, rising to 173% in hospitalized and 276% in ICU patients, with risk decreasing over time</snippet>. <snippet id=\"S_39VeTiC\">Emerging literature points towards an increasing burden of incident diabetes during the post-COVID-19 period compared to severity-matched flu-like illness</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": 9.0, "citation_uncited_claim_count": 2.0, "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\" by Sarwant Singh was 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 for global electricity from renewables in 2025</snippet>. The snippets only provide metadata about the article's existence and publication details without including the actual content with the renewable electricity statistic. <snippet id=\"S_vvVVFoT\">The article is available at https://www.forbes.com/sites/sarwantsingh/2025/01/22/top-15-global-trends-for-2025/</snippet>. To obtain the stated percentage, you would need to access the full article directly.\n</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": 6.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.6890524379024839, "tag_closure_rate": 1.0}}
{"sample_idx": 9, "generation": "<answer>\n<snippet id=\"S_AA5wpad,S_LKSKJn1,S_TUFN3jC\">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 took place from 5–6 January 2024 at The Hong Kong University of Science and Technology</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 occurred on 8-9 January 2022 at Lingnan University</snippet>. <snippet id=\"S_mBwOV4H\">The conference is held annually in the winter, with the 15th edition confirmed for January 3-5, 2025</snippet>. However, the search results do not contain specific start dates for the POMS Annual Meeting in Atlanta, so a direct comparison cannot be made from these snippets alone.\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": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.3286268972820332, "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 of their pol regions with exogenous retrovirus reverse transcriptase sequences, where class I resembles gamma- and epsilon-retroviruses and class II resembles alpha-, beta-, and delta-retroviruses</snippet>. <snippet id=\"S_H5GBDki\">Mouse representatives of class I include elements similar to classical murine leukemia viruses (MLVs), while class II includes elements similar to mouse mammary tumor viruses (MMTV) and the large intracisternal A-particle (IAP) superfamily with approximately 1000 copies per cell</snippet>. <snippet id=\"S_ejVsieR\">Phylogenetic analyses of Pol proteins 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 and class II ERVs</snippet>. <snippet id=\"S_ofsHaiJ\">Functional MLV elements in mice, such as Emv2 in C57BL/6 mice, can produce infectious recombinant MLVs that lead to leukemia, with laboratory mice possessing multiple defective integrations that can collectively produce transducing retrovirus particles</snippet>. <snippet id=\"S_VrGqnwN\">IAP elements are murine-specific retroviral elements that contribute to genetic variation, with full-length IAPs capable of leading to disease if they insert near genes, showing an ongoing expansion in the domesticus subspecies with 54% ERVK insertions</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, while resistance genes such as Fv4, Rmcf, and Rmcf2 are defective ERVs that block retrovirus entry</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": 0.7786438625700015, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.13932193128500076, "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>, enabling models to generate responses conditioning on relevant evidence rather than relying solely on internal parameterized knowledge <snippet id=\"S_PbQaaQw\">RAG retrieves reliable documents before LLMs respond to a query, allowing them to collaboratively generate responses by leveraging retrieved external non-parameterized knowledge alongside their internal knowledge</snippet>. <snippet id=\"S_6v3TJp1\">Active Retrieval-Augmented (ARA) models effectively mitigate hallucinations in LVLMs by filtering out unreliable results and selectively activating retrieval based on difficulty metrics</snippet>, with empirical evaluations across three LVLMs and four benchmarks showing significant reduction in hallucinations while maintaining moderate retrieval frequency. <snippet id=\"S_Gj9myfY\">However, the effectiveness of RAG-based methods heavily relies on the quality of their retrieval mechanisms</snippet>, and existing approaches face trade-offs between diversity and factuality that pose challenges for downstream applications. <snippet id=\"S_4ahEl2w\">Despite advantages, RAG also suffers from hallucinations including potential error accumulation within the pipeline and trade-offs between diversity and factuality</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": 0.7475999666082311, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.12379998330411554, "tag_closure_rate": 1.0}}
{"sample_idx": 12, "generation": "<answer>\n<snippet id=\"S_o3E4MNQ,S_i5aMNhp\">The search results returned information about the Deepwater Horizon oil spill (2010, Gulf of Mexico) rather than the Hebei Spirit (2007, Korea) incident, with multiple snippets documenting SCAT-based shoreline cleanup assessments and response capabilities in the Bohai Sea region</snippet>. <snippet id=\"S_0baMwGe,S_Hub9Tvk,S_n6iBrLE\">These documents discuss response facility preparedness, including booms, skimmers, sorbents, and vessels, but do not contain specific details about the Hebei Spirit case history or its unique response measures</snippet>. <snippet id=\"S_ys41PcL\">General cleanup techniques mentioned include containment and recovery using booms and skimmers, bioremediation, and shoreline clean-up, but no Hebei Spirit-specific operational details are provided</snippet>. <snippet id=\"S_DqGbf1z\">The results reference the Deepwater Horizon response which used dispersants, controlled burns, skimming, siphoning, and shoreline scavenging, but these are not applicable to the Hebei Spirit incident</snippet>. <snippet id=\"S_deSmbWp\">Cleanup workers used floating booms and skimmers to contain and collect oil, sorbents to absorb it, and dispersants to break it up, with approximately 150,000 individuals participating in the effort</snippet>. None of the retrieved snippets contain authoritative ITOPF, IOPC Funds, IMO, or Korean government reports specifically detailing the Hebei Spirit oil spill response techniques, risk management strategies, waste management, or volunteer safety management that the agent requires.\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": 0.7569949862526282, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1284974931263141, "tag_closure_rate": 1.0}}
{"sample_idx": 13, "generation": "<answer>\n<snippet id=\"S_QMZd9uN,S_NFdiZQm\">Vertical eDNA distribution in lakes is strongly influenced by thermal stratification, with warm-water fish eDNA concentrated above the thermocline and cold-water species below</snippet>, while <snippet id=\"S_eR9pNyf\">sampling locations 20 m offshore versus nearshore within 1 m of the shoreline indicate distinct vertical distribution and stratification in littoral and pelagic zones</snippet>. <snippet id=\"S_DCoNvvE,S_qZTbA6e\">eDNA becomes homogeneously mixed during turnover phases but stratified in summer in monomictic and dimictic lakes, affecting detection of cold-water species below the thermocline</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 conditions</snippet>. <snippet id=\"S_7ms3BbK\">During stratification, eDNA detection varied significantly by depth, with cold-water stenotherms primarily found at the bottom and warm-water minnows more abundant at the surface</snippet>. <snippet id=\"S_Cx6Mojy\">Stratification and mixing influence eDNA detection, with distinct community assemblages detected above and below the thermocline</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": 0.9231301939058172, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.2115650969529086, "tag_closure_rate": 1.0}}
{"sample_idx": 14, "generation": "<answer>\n<snippet id=3a2d1ed5-2>Shabab Al-Khalil is listed as a West Bank Premier League club based in Hebron</snippet>, which is a major city in the Southern West Bank. <snippet id=3a2d1ed5-1>Al-Bireh Institute and other clubs are also mentioned among West Bank football teams</snippet>, though specific cup victory records are not detailed in these search results. <snippet id=3a2d1ed5-6>Several West Bank clubs including Beitar Givat Ze'ev and Beitar Ironi Ariel are noted as being located in settlements</snippet>, but these are Israeli football clubs rather than Palestinian professional teams. <snippet id=3a2d1ed5-9>The Palestinian national soccer team is described as a second home squad in the AFC Asian Cup</snippet>, but this is the national team rather than a specific club from the Southern West Bank. The search results do not contain sufficient information about a club that has won a prominent national cup multiple times under FIFA's regulations, as the Palestinian FA Cup details are not provided in these snippets.\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": 9.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.32421510724277275, "tag_closure_rate": 1.0}}
{"sample_idx": 15, "generation": "<answer>\n<snippet id=\"S_LNwC0St\">The U.S. Department of the Treasury maintains a Daily Treasury Par Yield Curve Rates page for 2025</snippet>, which includes data for various maturities. <snippet id=\"S_Ex1kQjb\">The search results show a 3-month rate of 4.03% and 1-year rate of 3.61% as of 09/18/2025</snippet>. <snippet id=\"S_9NRdU6Z\">These rates are indicative closing market bid quotations from the Treasury's interest rate statistics page</snippet>. <snippet id=\"S_pwGFHPE\">The Treasury's official yield curve uses a par yield curve derived with a monotone convex method from bid-side market price quotations</snippet>. <snippet id=\"S_2WbtkJ5\">A Treasury Daily Interest Rate XML Feed is also available for programmatic access to these rates</snippet>. <snippet id=\"S_4AaXlpd\">The Fiscal Data API provides additional datasets on interest rates and savings bonds from the Treasury</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": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.2631885747595453, "tag_closure_rate": 1.0}}
{"sample_idx": 16, "generation": "<answer>\n<snippet id=\"S_hAqLMYW,S_VSuv8i0\">Recent authoritative work defines catastrophic climate change scenarios as potential global catastrophes where warming above 5°C is considered \"beyond catastrophic\" and above 6°C is deemed an \"indisputable global catastrophe\"</snippet>, with <snippet id=\"S_60jj79u\">research agendas proposed to better assess large-scale harms including tipping points with effects ranging from a 10% chance of doubling social cost of carbon to an eightfold increase in optimal carbon price</snippet>. <snippet id=\"S_F4ekjz0\">Beyond climate risks, other global catastrophic risks (GCRs) include abrupt sunlight reduction scenarios where sudden stratospheric aerosol events could disrupt sunlight and impact food production</snippet>. <snippet id=\"S_vyuhdrc\">Sea level rise risk assessments distinguish between four main qualitative levels from Undetectable to Very high, with some cases described as Extremely high risk exceeding coping capacity</snippet>. <snippet id=\"S_DtXVFtK\">Disaster risk management research agendas emphasize forward-looking strategies that evaluate trade-offs among sectors and scales, though they acknowledge limitations in current understanding</snippet>. <snippet id=\"S_0NH1BPy\">Integrated risk assessment approaches are recommended for disease and vector modeling, emphasizing the need for comprehensive data and collaborative stakeholder modeling</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": 0.8127128886935502, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1563564443467751, "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 improving chemotherapy efficacy</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,S_St3cdIq\">Challenges associated with phytochemical use include low bioavailability and toxicity, which may be overcome with nanoparticle delivery mechanisms and chemical analogs</snippet>. <snippet id=\"S_giUXm46\">Preclinical studies show that combinational use of phytochemicals and chemotherapeutic drugs enhances therapeutic potential on human cervical cancer cells</snippet>. <snippet id=\"S_RulQFFI,S_NnCE1hw\">Recent literature (2010-2021) focuses on natural products including flavonoids, alkaloids, phenols, and terpenoids with documented anticancer effects on cervical cancer</snippet>. <snippet id=\"S_jvAGRUW\">Despite promising experimental evidence, more clinical studies with different phytochemicals are needed to determine safety and efficacy for clinical translation</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": 0.8485920577617329, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.17429602888086643, "tag_closure_rate": 1.0}}
{"sample_idx": 18, "generation": "<answer>\n<snippet id=\"S_MF1INRL\">Trust in AI systems is determined by technological competence, AI familiarity, and knowledge, with participants perceiving greater capabilities in domains like education, healthcare, and creative arts</snippet>. <snippet id=\"S_z4Ru4pp\">Tangibility, immediacy, transparency, reliability, and task characteristics predict cognitive trust in AI, while anthropomorphism predicts emotional trust</snippet>. <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>. <snippet id=\"S_F456mxb\">Trust levels increase when AI adds perceived value and when humans remain involved, with transparency about AI use being essential for tracking trust changes</snippet>. <snippet id=\"S_1tU6Z3U\">Public perception of AI is shaped by concerns about privacy invasion, control of AI, and ethics in AI, requiring policies to minimize public concerns and maximize AI awareness</snippet>. <snippet id=\"S_R1PS8iU\">Public sector AI adoption differs from private sector due to coercive elements, with trust and legitimacy being foundational to public authority in politicized contexts</snippet>. <snippet id=\"S_PgHhtbO\">Trust in government significantly influences user experiences with AI-based self-service technology in public service delivery, highlighting personalization and aesthetics as positive factors</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": 0.8250432525951557, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.16252162629757785, "tag_closure_rate": 1.0}}
{"sample_idx": 19, "generation": "<answer>\n<snippet id=b99d28d7-0>b99d28d7-0>Clean is available to stream on AMC+, Disney Plus, Hulu, Sundance Now, Philo, The Roku Channel, Fandango at Home, Prime Video or Apple TV</snippet>. <snippet id=b99d28d7-8>Decider confirms Clean (2022) is available on Tubi TV, Hulu, and AMC+</snippet>. <snippet id=b99d28d7-9>Apple TV lists the film as available on AMC+, Sundance Now, Philo, Prime Video, Tubi, Disney+, and Hulu</snippet>. <snippet id=b99d28d7-4>JustWatch indicates the movie 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 offers Clean as a free trial option for users</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": 0.9526722472633613, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.22633612363168062, "tag_closure_rate": 1.0}}
{"sample_idx": 20, "generation": "<answer>\nThe provided search results do not contain specific empirical evidence regarding the effectiveness of negotiated assessment or student involvement in assessment design. The snippets discuss general learning outcomes and assessment processes in higher education <snippet id=\"S_dUrCta4\">but do not address student co-creation or negotiated assessment specifically</snippet>. Some reviews cover peer assessment design elements, noting that reliability and validity are often underreported <snippet id=\"S_1YjeXyJ\">, though this does not directly address student participation in assessment design</snippet>. The search results include discussions on teacher effectiveness and quality assurance in outcome-based education <snippet id=\"S_G7aERKv,S_ssr4mB9\">, which are related but distinct from student involvement in assessment</snippet>. No snippets provide quantitative effects or direct evaluations of co-designing assessment tasks or criteria with students. The agent may need to pursue additional searches with more specific terms such as \"student co-creation assessment\" or \"participatory assessment design\" to find relevant empirical evidence.\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": 0.6943238731218697, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 6.0, "compression_rate": 0.09716193656093489, "tag_closure_rate": 1.0}}
{"sample_idx": 21, "generation": "<answer>\n<snippet id=\"S_wzDgj5A\">Endocytosis delivers extracellular materials to lysosomes for degradation, maintaining cellular homeostasis</snippet>, and <snippet id=\"S_gCWDTWV\">lysosomal protein precursors are delivered to lysosomes via M6P receptor-dependent endocytic routes from the trans-Golgi network</snippet>. <snippet id=\"S_idvg3li\">Lysosomes can release their contents through lysosomal exocytosis, which aids in plasma membrane repair and the secretion of enzymes</snippet>, and <snippet id=\"S_gvPHAb9\">this process is regulated by the cytoskeleton and requires sphingomyelinase activity for endocytosis-mediated removal of damaged membrane</snippet>. However, <snippet id=\"S_pfxfGLI\">a general downregulation of endocytosis during aging or senescence has been observed, with components like βPIX and GIT being downregulated in senescent cells</snippet>, suggesting endocytic pathways may be compromised in age-related lysosomal dysfunction. <snippet id=\"S_mWADzHZ\">Impaired lysosomal acidification and reduced hydrolase activity can adversely impact the ability of macrophages to handle exogenous phagocytic cargo</snippet>, and <snippet id=\"S_BXMwwcV\">endocytosed nanoparticles can impair lysosomal function and reduce transferrin uptake, a marker for clathrin-dependent endocytosis</snippet>. While these snippets establish the connection between endocytosis and lysosomal function, the provided search results do not contain direct experimental evidence that enhancing endocytosis specifically protects against lysosomal dysfunction.\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": 0.71034180543383, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 6.0, "compression_rate": 0.10517090271691498, "tag_closure_rate": 1.0}}
{"sample_idx": 22, "generation": "<answer>\n<snippet id=\"S_a9Y7uJC,S_F060bwG\">Calendar aging is primarily a function of time and temperature, with chemical reactions within cells leading to gradual capacity loss even when not in use</snippet>. <snippet id=\"S_a9Y7uJC,S_6yCb2kD\">The Arrhenius equation models calendar aging, where reaction rates depend on absolute temperature and specific parameters from Arrhenius plots</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 elevated temperatures, significantly accelerated capacity degradation and internal resistance</snippet>. <snippet id=\"S_zb2LhNK\">Mechanistic calendar aging models confirm that SEI growth is the dominant degradation mechanism, causing anode pore clogging and film resistance increase</snippet>. <snippet id=\"S_edT6GAQ\">However, for cycling aging at low temperatures, research indicates that cycle life decreases dramatically as temperature drops—cycle life falls from 4000 cycles at 20°C to just 40 cycles at 10°C, and a battery loses 75% capacity after 50 cycles at 5°C compared to 4000 cycles at 25°C</snippet>. <snippet id=\"S_edT6GAQ\">The degradation mechanisms at low temperatures include lithium plating and solid electrolyte interphase (SEI) film growth, which compete under fast charging conditions</snippet>. <snippet id=\"S_Ykw4nQx\">At slow charging rates (C-rate ≤ C/6) at 25°C, cycling aging can be considered negligible</snippet>. <snippet id=\"S_iJyfWte\">To enhance battery longevity, studies suggest storing LIBs at lower SOC levels, particularly avoiding high SOC at elevated temperatures</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": 0.8148775894538607, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.15743879472693031, "tag_closure_rate": 1.0}}
{"sample_idx": 23, "generation": "<answer>\nThe provided search results do not contain the exact threshold value from the Scientific Reports article with variable names \"rC,ave\" and \"ΔGave\". None of the snippets reference this specific paper or contain the requested threshold value. The search results discuss general topics such as China's research evaluation reform, internationalization of Chinese social sciences, and China's influence on global research metrics. To find the exact threshold value, a more specific search targeting the Scientific Reports journal with the full article title or DOI may be necessary.\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": 0.6095159212221608, "citation_format_reward": 0.0, "citation_claim_count": 4.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.05475796061108044, "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) in Systema Naturae (first ed. 1735)</snippet>. <snippet id=\"68190\">His system standardized classification across plants, animals, fungi, and bacteria, forming the basis of modern scientific naming</snippet>. <snippet id=\"22895\">Linnaeus taught at Uppsala, wrote chiefly in Latin, and was ennobled in 1761 as Carl von Linné</snippet>. <snippet id=\"89881\">His botanical classification system, which classified plants by stamens and pistils, remained popular and influential</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": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.5342752485609629, "tag_closure_rate": 1.0}}
{"sample_idx": 25, "generation": "<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 author of \"Confederates in the Attic\" who retraced the voyages of Captain James Cook</snippet>. <snippet id=1701849e-5,1701849e-6>However, the search results indicate this work retraced Cook's voyages across the Pacific rather than the specific British explorer mentioned</snippet>. <snippet id=1701849e-8>Another book, \"The Wide Wide Sea\" by Hampton Sides, offers a fuller picture of a British explorer's final voyage to the Pacific islands</snippet>. <snippet id=1701849e-9>The White Darkness by David Grann is about British explorer Henry Worsley, but this is a different work</snippet>. The search results do not clearly identify a Pulitzer-winning journalist retracing a specific British explorer's voyages matching all the described locations.\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": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.285534194768358, "tag_closure_rate": 1.0}}
{"sample_idx": 26, "generation": "<answer>\n<snippet id=\"S_EFHhJY4,S_NBYIjl3,S_XLulRiH\">The COVID-19 pandemic accelerated digital transformation in Human Resource Management (HRM) by necessitating remote work and digitalization of HR practices</snippet>, with studies showing remote work rising from 8% to about one-third of the Italian workforce <snippet id=\"S_rm0f44F\">. </snippet> Organizations were forced to change and digitally transform their practices, including HR practices, to navigate the crisis <snippet id=\"S_EFHhJY4\">. </snippet> This acceleration impacted employee adaptability and work-life balance while highlighting the critical role of HRM in managing people during the crisis <snippet id=\"S_NBYIjl3\">. </snippet> Literature reviews indicate that the pandemic challenged the maintenance of conventional HRM practices, demanding both conceptual and empirical attention from the scientific community <snippet id=\"S_sFMyq5N\">. </snippet> The shift also necessitated online training and highlighted challenges in teamwork and productivity among HRD professionals <snippet id=\"S_hGtii0p\">. </snippet> Future research should address the unequal work experiences that were exacerbated by the current pandemic <snippet id=\"S_sFMyq5N\">. </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": 0.838364434687157, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 6.0, "compression_rate": 0.1691822173435785, "tag_closure_rate": 1.0}}
{"sample_idx": 27, "generation": "<answer>\n<snippet id=\"S_BpGBKlu\">bioRxiv does not perform peer review but implements a screening process to filter out inappropriate content and enhance the utility of submissions</snippet>, conducted in two stages including automated plagiarism detection and manual reviews for spam or inappropriate content, with a group of experienced scientists (bioRxiv Affiliates) further reviewing submissions <snippet id=\"S_lUJRGnM\">seventy-five percent of preprint platforms examined provided details about their screening, with some, like FocUS Archive and SocArxiv, mentioning checks without specifics</snippet>. <snippet id=\"S_xBncrdH\">Preprints on arXiv and other servers are emphasized to be not peer-reviewed and should not be used as reliable sources for clinical practice without expert consultation</snippet>, with each preprint including a warning indicating the lack of peer review <snippet id=\"S_bwHcUi2\">arXiv and ChemRxiv have enhanced scrutiny for COVID-19 related articles, while bioRxiv has ceased accepting certain predictive studies related to COVID-19 treatments</snippet>. <snippet id=\"S_lUJRGnM\">Fourteen platforms involve researchers with content expertise in screening, focusing on article scope, plagiarism, and legal/ethical issues</snippet>, though the screening is described as a coarse filter that <snippet id=\"S_BpGBKlu\">does not guarantee the validity of the content</snippet>. <snippet id=\"S_x0z3ScE\">MedRxiv screens submissions for material that could endanger public health, including dual-use research, and has historically declined studies involving pathogens of pandemic potential</snippet>, while arXiv's moderation process <snippet id=\"S_x0z3ScE\">does not explicitly address dual-use or safety concerns</snippet>. <snippet id=\"S_hwAFWJw\">The pre-peer review screening process includes checks such as plagiarism detection, formatting verification, scope assessment, and evaluation of language and quality of expression</snippet>, which can vary significantly among different publications.\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": 0.8778999347805833, "citation_format_reward": 1.0, "citation_claim_count": 14.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.18894996739029163, "tag_closure_rate": 1.0}}
{"sample_idx": 28, "generation": "<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>. <snippet id=\"S_kOME3NW\">The interactive reading (IR) task is a framework for AIG and automatic scoring of reading comprehension (RC) passages and a suite of questions associated with the passage</snippet>. <snippet id=\"S_n6aoW4b\">The page discusses the construct of reading as defined by Alderson (2000), emphasizing that reading is an interactive process involving both lower-level (bottom-up) and higher-level (top-down) processes</snippet>. Note that the search results do not explicitly define \"intensive\" reading or provide a direct contrast to extensive reading; the user's reference to \"intensive\" likely stems from the framework where extensive is the primary category for longer texts, with intensive being the contrasting mode for detailed analysis of shorter texts.\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": 0.8186217576461479, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.15931087882307393, "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_TGatGL2\">BIOBERT is trained on abstracts from PubMed and full article texts from PubMed Central, and SCIBERT is trained on 1.14M Semantic Scholar articles relating to computer science and biomedical sciences, both showing improvements over original BERT for in-domain tasks</snippet>. <snippet id=\"S_HA4fMd9\">Datasets such as COVIDFact, HealthVer, and SCIFACT have been released to verify claims against scientific literature, with HealthVer specifically designed for evidence-based fact-checking of health-related claims</snippet>. <snippet id=\"S_RXgSB12\">Experiments show that training deep learning-based fact-checking models on real-world and in-domain claims substantially improves performance compared to training on synthetic and open-domain claims</snippet>. <snippet id=\"S_wkwj2K0\">Two versions of BIOBERT were employed (v1.0 trained for 470K steps on PubMed abstracts and v1.1 trained for 1M steps on PubMed abstracts), with both versions showing higher accuracies compared to BERT for biomedical domain tasks</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": 0.7397254087254991, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11986270436274953, "tag_closure_rate": 1.0}}
{"sample_idx": 30, "generation": "<answer>\n<snippet id=\"S_PPQIApQ,S_NrHpXwf,S_gcq6e9k\">The waterfall model is a linear and sequential software development approach where progress flows downward 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_u8WEXgX\">and the approach is also noted as \"Waterative\" when integrated with iterative methods</snippet>. <snippet id=\"S_NiTtWnz\">The iterative model, part of the SDLC, allows for initial simplified implementations that evolve through multiple iterations with emphasis on incremental changes</snippet>, enabling more flexibility and quicker adjustments compared to the traditional waterfall model. <snippet id=\"S_u8WEXgX\">In the Waterfall-Iterative approach, requirement analysis and design phases are executed iteratively as the project elaborates</snippet>, with each iteration enhancing previous work through repeated cycles of planning, design, implementation, testing, and evaluation. <snippet id=\"S_NiTtWnz\">The iterative model is increasingly favored in industries like finance as it allows for more flexibility and quicker adjustments compared to the waterfall model's rigidity</snippet>. However, the search results do not provide comprehensive definitions of Agile methodology or the Agile Manifesto, which will require additional queries to address the full comparison.\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": 0.8267899693634404, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.16339498468172017, "tag_closure_rate": 1.0}}
{"sample_idx": 31, "generation": "<answer>\n<snippet id=\"S_4uYEvn0,S_Dw5oN7X\">Digital transformation in banking is linked to enhanced financial inclusion and operational efficiency, with research showing a significant increase in digital payment intensity in recent years, particularly in the EU and Baltic countries</snippet>. <snippet id=\"S_IbmwH6I,S_ipBYA4S\">Digital banking has enhanced financial inclusion by offering accessible and affordable services, though success varies by economic development and regulatory environments</snippet>. <snippet id=\"S_cecyK56\">The economic impact of financial inclusion in Sub-Saharan Africa varies between traditional and digital finance, with digital financial inclusion being more significant in low-income countries due to inefficiencies in traditional banking</snippet>. <snippet id=\"S_4uYEvn0\">Digital transformation diminishes the impact of income levels on financial service access, with digital payments enhancing account ownership and savings</snippet>. <snippet id=\"S_AlV0rKF\">Digital financial inclusion positively correlates with bank stability and negatively correlates with non-performing loans, supporting the competition-fragility hypothesis</snippet>. <snippet id=\"S_kq45sEh\">Challenges remain including data security, regulatory issues, and user digital literacy, with the COVID-19 pandemic revealing vulnerabilities in financial systems</snippet>. <snippet id=\"S_Gkl8lvJ\">Mobile banking and e-payments have increased financial inclusion among developing countries, with China's digital financial inclusion accelerating household consumption through online shopping and digital payments</snippet>. <snippet id=\"S_Q1OC4lz\">Digitalisation of business processes can promote financial inclusion and positively impact economic growth, though there is uncertainty regarding whether digital financial services are genuinely inclusive for women and underprivileged communities</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": 0.8215185620695448, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.16075928103477238, "tag_closure_rate": 1.0}}
{"sample_idx": 32, "generation": "<answer>\n<snippet id=\"55190,81776,86941\">Never Look Back (1952) is a British courtroom drama produced by Hammer Film Productions and distributed by Exclusive Films</snippet>, <snippet id=\"55190,81776,86941\">with a UK release date of 26 May 1952</snippet>. <snippet id=\"55190,81776,86941\">Harry H. Corbett appears briefly as a policeman in the film</snippet>, and <snippet id=\"55190,81776,86941\">Hugh Sinclair is listed as a cast member</snippet>. <snippet id=\"55190\">The film was directed by Francis Searle and runs 73 minutes</snippet>. <snippet id=\"55190,81776\">The plot centers on a newly appointed KC who must defend an ex-lover accused of murder</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": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.3277967757694187, "tag_closure_rate": 1.0}}
{"sample_idx": 33, "generation": "<answer>\n<snippet id=\"S_qpkzufM,S_DYXy4QI,S_2GRyVKu,S_C7yV87e\">The disposition index, calculated as the product of insulinogenic index and insulin sensitivity indices, is a validated measure of beta-cell function that incorporates visceral adipose tissue insulin resistance</snippet>. <snippet id=\"S_UBkWxKP\">Studies in obese adults have derived the disposition index relative to adipose tissue insulin resistance to characterize beta-cell function in relation to visceral adipose tissue</snippet>. <snippet id=\"S_C0qRRFi\">Elevated plasma free fatty acids, secreted by adipose tissue, impair beta-cell function and show strong correlations with the disposition index for both the first and second phases of glucose-stimulated insulin secretion</snippet>. <snippet id=\"S_0G85ZD2\">The traditional disposition index using IVGTT-derived acute insulin response does not account for hepatic and adipose insulin sensitivity, which are crucial for understanding insulin secretion dynamics in obese adults</snippet>. <snippet id=\"S_4v3cnvh\">Multi-omics analysis revealed that leptin and GM-CSF were strongly negatively associated with the disposition index and positively correlated with BMI and inflammation markers, indicating their roles in energy homeostasis and lipid metabolism</snippet>. However, <snippet id=\"S_qpkzufM,S_DYXy4QI,S_2GRyVKu,S_C7yV87e,S_UBkWxKP\">none of the provided snippets explicitly report visceral adipose tissue accumulation as the direct cause of beta-cell dysfunction, though they establish the relationship between adipose insulin resistance and impaired insulin secretion metrics</snippet>.\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": 0.757823669579031, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.12891183478951548, "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 by one-third did not significantly affect political polarization or attitudes</snippet>, though it did result in increased exposure to diverse viewpoints and reduced uncivil language. <snippet id=\"S_UnNFPfs\">Research compared various feed types, including chronological and engagement-based feeds, and found that feeds designed to reflect democratic attitudes can reduce partisan animosity, especially among weak partisans</snippet>, but may inadvertently increase perceived threats to free speech. <snippet id=\"S_mUfOdDp\">Users exposed to algorithmically selected tweets reported more positive feelings toward their in-group and more negative feelings toward their out-group compared to those viewing a chronological timeline</snippet>, though 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 id=\"S_EIYKoMB\">Recent studies suggest that exposure to diverse perspectives can also align local conflicts with broader partisan divides</snippet>, and authors propose redesigning social media ranking algorithms to mitigate polarization by incorporating democratic values into their structure.\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": 0.8151746602268899, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.15758733011344492, "tag_closure_rate": 1.0}}
{"sample_idx": 35, "generation": "<answer>\n<snippet id=\"S_StdTMvV\">The CLIMADA model generates sector-specific damage functions at 0.1° resolution 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 is not an IAM but rather a damage model used in risk assessment. <snippet id=\"S_VGFFWS5\">The HWCM approach enhances tropical cyclone risk assessments by simulating high-resolution wind and rain fields, allowing for better representation of interactions with topography and improving understanding of decay rates and rainfall distributions, which are crucial for evaluating storm flood damages</snippet>. <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>, indicating the importance of high-quality storm data for damage estimation. However, <snippet id=\"S_kiLBoza,S_BQsrZW1,S_93wqG64\">none of the returned snippets specifically document how canonical IAMs (FUND, PAGE, DICE/RICE) integrate tropical cyclone and flood damages into their economic damage functions</snippet>. The search results focus on hazard modeling and risk assessment rather than IAM-specific damage function formulations or stochastic shock representations.\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": 4.0, "compression_rate": 0.3113651647612643, "tag_closure_rate": 1.0}}
{"sample_idx": 36, "generation": "<answer>\n<snippet id=\"S_6cL8am9,S_9692W5p,S_ygceipK,S_4kyiDLH\">HPV entry begins when the virus binds to heparan sulfate proteoglycans (HSPGs) or Heparan Sulfate Syndecan (Sdc) proteoglycans on the cell membrane, with L1 protein containing multiple HSPG-specific binding sites essential for productive infection</snippet>. <snippet id=\"S_6cL8am9,S_9692W5p,S_ygceipK,S_4kyiDLH\">This initial attachment triggers conformational changes in the L1 protein that expose the N-terminus of the L2 protein</snippet>. <snippet id=\"S_6cL8am9,S_9692W5p,S_ygceipK,S_4kyiDLH\">The exposed L2 N-terminus is then cleaved by the cellular protease furin, which reduces L1's affinity for HSPGs and prepares the viral particle for entry</snippet>. <snippet id=\"S_9692W5p,S_qd5yqrp\">Following furin cleavage, L2 binds to secondary receptors including the S100A10 subunit of annexin A2, facilitating clathrin-independent endocytosis of HPV into the cell</snippet>. <snippet id=\"S_06dh88l,S_qd5yqrp\">The virus enters through micro-abrasions or wounds, where it interacts with attachment receptors such as laminin-332 and HSPGs, triggering conformational changes and proteolytic processing of L1 and L2 proteins</snippet>. <snippet id=\"S_6cL8am9,S_9692W5p,S_qd5yqrp\">After internalization, L2 protein is inserted into the endocytic membrane, allowing the viral DNA to be released and transported to the nucleus for replication</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": 0.7240984770772508, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11204923853862542, "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 by adding noise to numeric query results</snippet>, ensuring that the output remains unaffected by the addition or removal of a single record <snippet id=\"S_kR7QkfG\">. The mechanism works by adding random noise obeying the Laplace distribution to precise query results to achieve differential privacy protection that satisfies the privacy budget of ε</snippet>. <snippet id=\"S_u2uIkcN\">For numerical data, the Laplace mechanism ensures differential privacy by adding noise from a Laplace distribution calibrated with a standard deviation of √2b based on the function's sensitivity</snippet>, enabling privacy-preserving analysis in banking credit transactions. <snippet id=\"S_5htVDhJ\">The scale of the Laplacian noise is equal to ∆f / ε in the local differentially private setting, where ∆f denotes the sensitivity of the function f</snippet>. However, the provided search results do not explicitly identify specific case studies published in high-impact journals like IEEE Transactions, ACM Transactions, or Nature Scientific Data, so further targeted searches are needed to confirm publication venues and specific financial data applications.\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": 0.8526373028820011, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.17631865144100053, "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 <snippet id=\"21438\">founded the Nripendra Narayan Memorial High School in 1916</snippet>. <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>. <snippet id=\"21438\">However, there is no mention in the provided sources of involvement with a \"Prince of Wales XI\"</snippet>. <snippet id=\"57275\">Sources indicate an association with a namesake Nripendra Narayan Academy and links to cricketing activity with a Prince of Wales's XI, but details and attributions are inconsistent or missing</snippet>. <snippet id=\"71327\">The claims about founding a Nripendra Narayan Academy or first-class cricket/Prince of Wales XI involvement are unverified/conflicting with the provided content</snippet>. The search results do not confirm succession by offspring or linkage to Cooch Behar Palace.\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": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.5905856595511768, "tag_closure_rate": 1.0}}
{"sample_idx": 39, "generation": "<answer>\n<snippet id=\"S_gnrEepM\">A study on LC–MS targeted quantification of therapeutic proteins found that using two stable signature peptides (SPs) was necessary for acceptable accuracy, with protein-level and hybrid calibrations achieving good accuracy (error < 10%) and consistent results between SPs (deviations < 15%)</snippet>. <snippet id=\"S_gnrEepM\">Peptide-level calibration showed significant negative biases (−23 to −62%) and discordant results between SPs</snippet>, while extended-peptide calibration showed improvements but still lacked acceptable accuracy. <snippet id=\"S_1t8pQcf\">The surrogate peptide method for quantifying total antibodies in ADCs typically uses stable isotopically labeled internal standards (SIL-IS) to enhance quantification accuracy</snippet>, though their addition before immuno-capture requires careful consideration to avoid competitive binding issues. <snippet id=\"S_kjDg3lX\">Some LC-MS/MS methods for mAb quantification in plasma/serum have used two unique surrogate peptides for quantification</snippet>, though the specific number of signature peptides required depends on the matrix and analyte complexity. <snippet id=\"S_XWxG38W\">An optimized workflow for selecting surrogate peptides for human drug disposition proteins used a minimum of three light and two heavy peptide fragments to enhance reproducibility</snippet>. Overall, the evidence suggests that for reliable therapeutic protein quantification, using multiple signature peptides with stable isotopic labeling provides better accuracy than single-peptide approaches.\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": 0.7323809523809524, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.11619047619047619, "tag_closure_rate": 1.0}}
{"sample_idx": 40, "generation": "<answer>\n<snippet id=\"S_SvIkmlU,S_rtPxhtT\">Umbrella reviews indicate that the time of day for resistance training (morning vs. evening) does not significantly affect increases in muscle strength and mass, with both timings yielding similar hypertrophy adaptations</snippet>. <snippet id=\"S_SvIkmlU,S_HhyT8Rz\">However, research suggests that training time can influence performance based on an individual's chronotype, with morning training reducing diurnal variation and evening training enhancing it</snippet>. <snippet id=\"S_gRYJWoz\">Studies show sex-specific effects where morning exercise in women enhances abdominal fat loss and increases lower body muscle power, while evening exercise in men lowers blood pressure and stimulates fat oxidation</snippet>. <snippet id=\"S_JKFS2Wu\">A 24-week study found that evening resistance training resulted in a larger muscle cross-sectional area in men, though Sedliak et al.'s similar findings were statistically insignificant</snippet>. <snippet id=\"S_SvIkmlU\">The mechanisms behind these time-of-day effects remain unclear, but animal studies suggest that early active phases (akin to evening for humans) show more significant benefits for muscle atrophy prevention</snippet>. <snippet id=\"S_SvIkmlU,S_rtPxhtT\">Overall, the evidence suggests that personal preference should guide training timing, though more research is needed to verify if differences exist between morning versus evening training</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": 0.7734229189996267, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.13671145949981336, "tag_closure_rate": 1.0}}
{"sample_idx": 41, "generation": "<answer>\n<snippet id=\"S_krnNJsl,S_TwqA5Qh,S_VrMxYXW\">Digital health equity training for healthcare professionals is essential to address socioeconomic gaps and barriers related to cultural, social, and digital literacy in accessing virtual care</snippet>, with competency frameworks like the Four P's of Telehealth (planning, preparing, providing, and performance evaluation) guiding curriculum development <snippet id=\"S_TwqA5Qh\">to ensure providers are prepared to deliver care effectively in a digital environment</snippet>. <snippet id=\"S_ow0RlxD,S_b61oqd3\">Disparities in access to digital technologies persist among individuals with lower income, less education, and racial or ethnic minorities, highlighting the digital divide that poses risks 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_DUMUv4Q\">Digital navigators—individuals trained to assist healthcare teams in implementing digital health technologies—require specific competencies in digital health and can help support clinical teams effectively</snippet>. <snippet id=\"S_paP0n66\">Future policies must incorporate more inclusive implementation strategies by strengthening telehealth training to accommodate for language and cultural barriers, varying levels of digital literacy, and disability</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": 0.8042520752159918, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.15212603760799592, "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, or leaf area</snippet>, suggesting 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 up to 45 g ha⁻¹</snippet>, with leaf area growth rate, total node number, and plant height decreasing linearly with increasing MC concentrations. <snippet id=\"S_7sCukyL\">MC application increases leaf thickness, reduces leaf area, shortens internodes, and decreases plant height, resulting in an extra dense plant architecture</snippet>. <snippet id=\"S_J6VRosf\">Low mepiquat chloride application with moderate drip irrigation can increase cotton lint yield by improving leaf photosynthetic rate and reproductive organ biomass accumulation</snippet>. <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\">The effectiveness of MC is highly dependent on environmental factors, particularly temperature, with optimal response at 30 ºC during the day and 20 ºC at night</snippet>. <snippet id=\"S_12ZluAp\">Split dose applications at three dates (34, 47, 62 days after emergence or 42, 60, 73 days after emergence) have been evaluated for their effects on plant height, leaf stems, nodes, and boll production</snippet>.\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": 9.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2741458607095926, "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=\"69934,74289\">The narrative explores generational conflict as mothers' traditional Chinese values and traumatic pasts clash with daughters' American identities and desires for independence</snippet>. <snippet id=\"51627\">Mothers—Suyuan, An‑mei, Lindo, Ying‑ying—relay immigrant trauma, sacrifice, and Chinese values; daughters—June, Rose, Waverly, Lena—struggle with American identity, rebellion, and misunderstandings</snippet>. <snippet id=\"51627,69934\">The novel moves toward reconciliation through communication, empathy, and the recognition of shared histories</snippet>. <snippet id=\"74289\">Recurrent motifs include storytelling, food, mahjong, and parables that reveal mothers' pasts and daughters' misreadings</snippet>.\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": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.39448391140827416, "tag_closure_rate": 1.0}}
{"sample_idx": 44, "generation": "<answer>\n<snippet id=\"S_386ZR9h\">High-throughput single-nucleus RNA-seq (snRNA-seq) has been applied to analyze cell type composition in the adult mouse brain across 92 anatomical locations, with a median of 4,884 unique molecular identifiers per profile</snippet>. <snippet id=\"S_iTfCBaw\">snRNA-seq provides less biased cellular coverage and does not appear to suffer cell isolation-based transcriptional artifacts, allowing for analysis of archived frozen specimens</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, particularly in the context of psychiatric disorders</snippet>. <snippet id=\"S_sBVDz14\">Studies have sequenced ~80,000 nuclear transcriptomes from the prefrontal cortex of MDD cases and psychiatrically healthy controls, identifying cell-type-specific differentially expressed genes in oligodendrocyte precursor cells and deep layer excitatory neurons</snippet>. <snippet id=\"S_EVwyDNd\">scRNA-seq has been performed on FAC-sorted cells from the medial prefrontal cortex of wild-type and mutant mice to capture gene expression changes relevant to ketamine effects on the prefrontal cortex and hippocampus</snippet>. <snippet id=\"S_qnEFPDZ\">The 10x Chromium 3' version 3 platform provided a large dataset of over 175,000 single-nucleus transcriptomes, while SMART-Seq v4 offered greater gene coverage per cell</snippet>. However, the provided snippets do not contain specific quantitative findings on ketamine-induced transcriptional changes, timepoints (acute vs chronic), or region-specific responses in PFC and hippocampus that the agent requires.\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": 0.7690077063637086, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1345038531818543, "tag_closure_rate": 1.0}}
{"sample_idx": 45, "generation": "<answer>\n<snippet id=\"S_vKl66cs,S_t1UFtY4\">Community-led adaptive reuse initiatives in the Netherlands are supported by supportive legislation such as the 2010 'crisis and recovery act' allowing temporary use of buildings, alongside a national adaptive reuse program initiated in 2018 as part of the 'heritage counts' 2018−21 policy</snippet>. <snippet id=\"S_kl9jhfa\">Research on 53 adaptive reuse cases since 2014 reveals a significant rise in commercial and residential uses of repurposed buildings, addressing housing shortages while increasing private ownership from 45% to 89%</snippet>. <snippet id=\"S_0hvikSw\">Adaptive reuse avoids wasteful demolition and new construction processes, reducing 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 preserving cultural values and perceived circularity performance, with only 65% of cases reporting public engagement during early stages of reuse projects</snippet>. <snippet id=\"S_ZEzeufE\">Notable projects include the Westergasfabriek in Amsterdam transformed into a recreational space and the Van Nelle Fabriek in Rotterdam converted into office space, showcasing functionalist architecture</snippet>. <snippet id=\"S_7auStQm\">Despite these advancements, stronger connections are needed between heritage conservation and circular economy goals, as current circularity performance is viewed narrowly within the context of the built environment</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": 0.7282918279412839, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11414591397064193, "tag_closure_rate": 1.0}}
{"sample_idx": 46, "generation": "<answer>\n<snippet id=\"S_Q6ina6d\">The ARCS model has been applied to enhance motivation in online blended learning contexts, with a study using the Instructional Material Motivation Survey (IMMS) with 36 questions before, during, and after treatment to determine effectiveness</snippet>. <snippet id=\"S_Q6ina6d\">The motivational framework based on ARCS model's four factors (attention, relevance, confidence, and satisfaction) was implemented with a cohort of 75 undergraduate students in an IT in Business course</snippet>. <snippet id=\"S_hX0trSo\">However, specific ARCS/IMMS applications in nursing health professions are not clearly detailed in the search results, though blended learning smoking cessation intervention studies show enhanced motivation in nursing students</snippet>. <snippet id=\"S_N6iFqRQ\">One study focused on senior nursing students (n=164) and used motivation as a variable of analysis in online learning contexts</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\">Nursing students' motivation regulation strategies in blended learning have been studied qualitatively, with factors including instructional techniques and professor attitude influencing motivation</snippet>. The search results suggest IMMS/ARCS frameworks are applicable in health professions blended learning but require further validation for specific subscales like Interest/Attention in nursing contexts.\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": 0.8322818086225026, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.1661409043112513, "tag_closure_rate": 1.0}}
{"sample_idx": 47, "generation": "<answer>\n<snippet id=\"S_aUWw0r7,S_6tLta3F\">Knowledge graphs have been implemented for Electronic Health Records (EHRs) using datasets like MIMIC III, where data is mapped to ontologies using tools like Protege and GraphDB</snippet>. <snippet id=\"S_7vrGXF4\">This approach reduces query execution time to less than 0.15 s and enables integration of patient-generated data, genetic data, and socioeconomic determinants</snippet>. <snippet id=\"S_H6H06tT\">The EHR knowledge graph has the potential to revolutionize decision-making in healthcare settings, leading to more efficient and effective patient care</snippet>. <snippet id=\"S_Bp6t1md\">Additional EHR-oriented knowledge graph systems have been developed to utilize non-used information buried in routine clinical practice</snippet>. However, the provided snippets do not specifically address virtual knowledge graphs, semantic data dictionaries, or linked codebooks as the requested frameworks for medical measurement datasets.\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": 0.8855750487329435, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.19278752436647173, "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 in hydrometallurgical recycling, though it can cause total lithium losses up to 30% due to co-precipitation of other metals</snippet>. <snippet id=\"S_8sUXQxV\">Solvent extraction (SX) is highly effective in reducing these losses to 3% per extraction stage and overall lithium losses to 15% when used to selectively remove elements like Co, Ni, Al, and Mn</snippet>. <snippet id=\"S_I12FLcH\">Recent research on selective solvent extraction processes has yielded promising advances, including the use of tailored nanosorbents with excellent stability and lithium uptake capacity over repeated adsorption-desorption cycles</snippet>. <snippet id=\"S_aewi150\">Ion exchange technology for lithium recovery from battery leachates presents significant technical and economic challenges, including high energy consumption and acid waste production</snippet>. <snippet id=\"S_MqwIWhe\">Alternative precipitation agents such as sodium phosphate and potassium phosphate are being investigated as efficient processes with parameter dependencies on process temperature and stoichiometric factor</snippet>. <snippet id=\"S_GYt108D\">Hydrometallurgy is widely used for recycling spent LIBs with single chemical composition, operating below 100°C with low equipment investment cost suitable for small- and medium-scale recycling</snippet>. <snippet id=\"S_0C7XVAE\">Refining the leachate is necessary to remove impurities through methods including precipitation, cementation, solvent extraction, electrowinning, and ion exchange based on leachate composition and metal content</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": 0.7472913616398242, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.12364568081991215, "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>, and <snippet id=\"S_6ZepFD3\">the blood volume is about 78 ml per kilogram (about 6.7 litres for a man weighing 86 kg)</snippet>. <snippet id=\"S_SoTD265\">Most sources state the volume of blood in an average human adult as between 4.7 and 5 liters</snippet>, while <snippet id=\"S_h22XXil\">Wikipedia confirms a typical adult has a blood volume of approximately 5 liters</snippet>. This aligns with the previously found authoritative sources from Cleveland Clinic and StatPearls.\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": 3.0, "compression_rate": 0.43286573146292584, "tag_closure_rate": 1.0}}
{"sample_idx": 50, "generation": "<answer>\n<snippet id=\"S_AMKgb7w\">Alpha-Mn bcc derived I-43m tetrahedral sites have an interstitial fraction (IF) ranging from 0.0 to 1.0 with 12 tetrahedral interstitial sites per unit cell</snippet>, confirming that tetrahedral displacement is integral to this phase's structure. <snippet id=\"S_xHv2FdY\">Tetrahedral interstitial sites in the bcc lattice are inherently non-regular and induce tetragonal distortion</snippet>, which explains the reduced symmetry (I-43m) compared to ideal BCC (Im-3m). <snippet id=\"S_Z3bEhFs\">Tetrahedral interstitial Mn is more stable than Mn in other substitutional sites</snippet>, supporting that displacement toward tetrahedral environments is energetically favorable in Mn-doped systems. <snippet id=\"S_cLXRF0f\">Tetrahedral sites in related structures are less stable than hexagonal sites</snippet>, though in alpha-Mn the I-43m distortion appears to be a structural feature rather than a local stability preference. These snippets collectively confirm that alpha-Mn's cubic I-43m phase is a BCC lattice with atoms displaced toward tetrahedral interstitial sites.\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": 9.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.3213769164015042, "tag_closure_rate": 1.0}}
{"sample_idx": 51, "generation": "<answer>\n<snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">The CLARITY-AD Phase 3 trial enrolled 1795 participants with early Alzheimer's disease who received either placebo or 10 mg/kg biweekly lecanemab for 18 months</snippet>, with <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">lecanemab significantly slowing CDR-SB decline by 0.45 points (27% relative effect) compared to placebo</snippet>. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">The most common adverse events included infusion-related reactions (26.4% vs 7.4%), ARIA-H (17.3% vs 8.9%), and ARIA-E (12.6% vs 1.7%) in the lecanemab group versus placebo</snippet>. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">Safety data showed ARIA incidence was higher in APOE ε4 carriers than noncarriers, with ε4 homozygotes experiencing 39% ARIA-H and 32.6% ARIA-E</snippet>. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">Non-carriers of the APOE ε4 allele had the lowest incidence of ARIA-H (11.9%) and ARIA-E (5.4%), while ε4 heterozygotes had 14% ARIA-H and 10.9% ARIA-E</snippet>. <snippet id=\"S_Hn8S1xo,S_ipB4qty,S_mL0KRC8\">Lecanemab also induced greater reductions in Aβ burden (−55.48 centiloids) and improved secondary cognitive endpoints including ADAS-Cog14 (−1.44 points) and ADCOMS (−0.05 points)</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": 0.697196261682243, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.0985981308411215, "tag_closure_rate": 1.0}}
{"sample_idx": 52, "generation": "<answer>\n<snippet id=\"S_JXQqQJ9\">Meta-analyses have found robust evidence that interleaving is more effective than blocking for learning material with subtle category differences, though it is not always optimal for all subjects</snippet>. <snippet id=\"S_MvO6XoQ\">One meta-analysis indicated a medium interleaving effect (Hedge's g = 0.67) in education, requiring 75 participants for detection</snippet>, while <snippet id=\"S_JXQqQJ9\">Brunmair and Richter (2019) found an intermediate effect size (Hedges' g = 0.42) with robust evidence supporting interleaving</snippet>. <snippet id=\"S_6doaVxd\">A three-way repeated measures ANOVA showed participants' performance in spaced (interleaved) study was significantly better than massed study in both short and long-term retention conditions</snippet>. <snippet id=\"S_HjbjDyG\">Interleaving enhances long-term retention by promoting discriminative-contrast learning, despite students perceiving it as more difficult</snippet>. <snippet id=\"S_oqb2O6f\">Presentation of related categorical material together may mitigate retrieval-induced forgetting, and spaced retrieval helps reinforce schema formation</snippet>. <snippet id=\"S_JXQqQJ9\">Moderators of the interleaving effect include retention interval length, type of learning material, and whether material is retained versus transferred</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": 0.7221310129699556, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.11106550648497783, "tag_closure_rate": 1.0}}
{"sample_idx": 53, "generation": "<answer>\n<snippet id=\"S_AmYsVOa,S_R0Q0yol\">Exosomal miRNAs, such as miR-21, miR-25-3p, and miR-181a-5p, show diagnostic value for CRC metastasis with AUC values ranging from 0.84 to 0.9354 in serum or plasma samples</snippet>. <snippet id=\"S_R0Q0yol\">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\">Proteomic analysis identified FGB and b2-GP1 as glycoprotein biomarkers in plasma exosomes with AUC values of 0.871 and 0.834, respectively</snippet>. <snippet id=\"S_BgQS4mb\">Exosomal miR-92b down-regulation in plasma achieved an AUC of 0.631 to 0.793 for CRC detection, with 0.830 for differentiating CRC at stage II/III from non-neoplastic controls</snippet>. <snippet id=\"S_4qjDYAk\">Plasma exosomal miR-125a-3p showed AUC of 68.5% for predicting colon cancer, improving to 85.5% when combined with CEA</snippet>. <snippet id=\"S_SlKteGa\">Elevated exosomal miRNA-1246, miRNA-21, and miRNA-23a levels indicate cancer recurrence with promising AUC for non-invasive monitoring</snippet>. <snippet id=\"S_YHbihgJ\">Six potential lncRNAs in circulatory exosomes were significantly upregulated in CRC patients compared to normal individuals, serving as potential diagnostic biomarkers</snippet>. <snippet id=\"S_AmYsVOa\">The exosomal miRNA-mRNA network identified candidate targets including hsa-miR-126, hsa-miR-139, hsa-miR-141, hsa-miR-29c, and hsa-miR-423 for diagnostic use</snippet>. <snippet id=\"S_gIxvWlW\">Exosomes carry biomarkers specific to cancer cell origin in serum, though circulating exosomal markers in serum have yet to be fully developed for CRC detection</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": 0.7872546541993093, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14362732709965462, "tag_closure_rate": 1.0}}
{"sample_idx": 54, "generation": "<answer>\n<snippet id=\"S_S9ByqQU,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>, while <snippet id=\"S_S9ByqQU\">WebSocket is also faster than REST but strongly depends on IP address and port numbers</snippet>. <snippet id=\"S_1JNQagV\">mRPC with full gRPC-style marshalling (protobuf + HTTP/2) achieves performance comparable to gRPC, with 2.6× and 3.7× goodput improvements over gRPC+Envoy</snippet>, and <snippet id=\"S_SvuawN6\">mRPC speeds up gRPC by 1.7× and 1.6× in terms of mean latency and P99 tail latency</snippet>. <snippet id=\"S_SvuawN6\">Communication costs are substantial in DeathStarBench applications, and reducing communication latency improves end-to-end application performance</snippet>. <snippet id=\"S_DuAkisQ\">gRPC is highlighted as the most comprehensive protocol for microservices, particularly effective for standardizing service communications across different technologies and programming languages using protocol buffers</snippet>. <snippet id=\"S_4YO8JzA\">gRPC supports four communication types including unary, server streaming, client streaming, and bi-directional streaming, making it suitable for efficient communication in microservices architectures</snippet>. <snippet id=\"S_YwM0nRf\">The IoHT-MBA platform using gRPC demonstrates lower CPU and RAM consumption compared to MQTT, CoAP, and XMPP, with direct communication between services enhancing data collection and processing efficiency</snippet>. However, <snippet id=\"S_XrGnjYs,S_DuAkisQ\">the search results do not provide specific energy consumption or power meter measurements (e.g., RAPL) for these protocols</snippet>, which limits the ability to evaluate energy efficiency impacts quantitatively.\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": 0.8173720344138351, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.15868601720691752, "tag_closure_rate": 1.0}}
{"sample_idx": 55, "generation": "<answer>\n<snippet id=\"S_aOtgB03\">One study examines public transportation in 30 provinces of China from 2010 to 2019, using two-stage least squares (2SLS) to address endogeneity issues with the number of public buses as a core explanatory variable</snippet>, but it uses population density rather than historical population as an instrumental variable. <snippet id=\"S_PYQsOyc\">Another study addresses endogeneity in urbanization and CO2 emissions by using provincial population density in 1990 as an instrumental variable</snippet>, but again this is for urbanization, not bus supply. <snippet id=\"S_afKjSFM\">A study on female employment and fertility uses the presence of a bus stop as an instrumental variable</snippet>, but this is at the village/neighborhood level and concerns employment opportunities rather than provincial bus numbers. None of the provided search results explicitly document the use of \"historical population\" (lagged or census-based) as an instrumental variable for the number of buses at the provincial level within a 2SLS framework. The closest match is S_aOtgB03, which uses 2SLS with bus counts but instruments with population density rather than historical population. <snippet id=\"S_04AZIBc\">Some studies use lagged urbanization as an instrumental variable</snippet>, but these are for public health and economic development contexts, not transport infrastructure.\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": 0.7053493130663548, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 6.0, "compression_rate": 0.10267465653317744, "tag_closure_rate": 1.0}}
{"sample_idx": 56, "generation": "<answer>\n<snippet id=\"S_Sg0YKfT,S_id0PX4B,S_P4Rhuyo\">The probability integral transform (PIT) states that for a continuous random variable X with cumulative distribution function F, the transformed variable U = F(X) follows a standard uniform distribution on the interval [0,1] under the null hypothesis</snippet>. <snippet id=\"S_LJFSCQ2\">This transformation is applicable when the cumulative distribution function (CDF) of the target distribution is tractable, and if the CDF or PDF of the distribution is defined, the PIT values will be continuous and uniformly distributed if the observed data equals the known distribution</snippet>. <snippet id=\"S_7WhjA6B\">The relationship between U and the random variable Y defined by Y = F⁻¹(U) ensures that the distribution of Y corresponds to the desired distribution defined by F, which is the inverse probability integral transform or Smirnov transform</snippet>. <snippet id=\"S_dMDA4ej\">For discrete p-values, the uniform distribution on [0,1] is used as a reference, with the convention that any CDF is right continuous with left limits</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, which is preferred for calibration purposes</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": 0.7488109670801082, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1244054835400541, "tag_closure_rate": 1.0}}
{"sample_idx": 57, "generation": "<answer>\n<snippet id=\"S_zj6C1aC\">Mobile edge computing (MEC) in Space-Air-Ground Integrated Networks (SAGIN) enhances content caching and file distribution, significantly reducing data traffic and improving user experience</snippet>. <snippet id=\"S_zj6C1aC\">Active mobile edge caching can achieve 100% user satisfaction while offloading 98% of backhaul traffic, thereby alleviating traffic load on backhaul links</snippet>. <snippet id=\"S_zj6C1aC\">A proposed multi-base station agent cooperative edge caching algorithm utilizes deep reinforcement learning to optimize caching decisions, enhancing cooperation and hit rates among edge caches</snippet>. <snippet id=\"S_o4BZhpx\">A fine-grained joint offloading and caching scheme based on orbitground collaboration enables vehicles to offload tasks to nearby LEO satellites, which dynamically decide whether to cache data for future reuse or retransmission</snippet>. <snippet id=\"S_7k8hpA5\">UAVs are proposed as intelligent content cache providers in 6G networks to enhance edge caching strategies by equipping them with cache storage for frequently requested content</snippet>. <snippet id=\"S_7k8hpA5\">UAVs can download and cache content while charging at docking stations and then serve requests from the air, reducing service delays and backhaul load</snippet>. <snippet id=\"S_SsNXzNl\">Due to the highly dynamic network environment of SAGINs, it is necessary to design real-time and energy-efficient resource allocation schemes with deep learning-based optimization to monitor edge computing node status</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": 0.7643948296122209, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.13219741480611047, "tag_closure_rate": 1.0}}
{"sample_idx": 58, "generation": "<answer>\n<snippet id=\"S_yzJqROu,S_FSPtLIL\">Cr3C2–NiCr coatings are widely used for wear, erosion, and corrosion protective coatings in industrial applications, with the corrosion resistance provided by the NiCr matrix and wear resistance mainly due to the carbide ceramic phase</snippet>. <snippet id=\"S_eYIt1PI\">HVOF sprayed Cr3C2-25% NiCr coatings on stainless steel showed good wear resistance at 500°C, with optimal performance at a powder feed rate of 33.5 g/min due to dense structure and enough fracture toughness</snippet>. <snippet id=\"S_XDbgjf4,S_yzJqROu\">Load-dependent wear behavior and degradation mechanisms have been investigated in Cr3C2-NiCr coatings deposited by HVAF and HVOF techniques</snippet>. <snippet id=\"S_FSPtLIL\">Nanocrystalline cermet coatings exhibit better erosion-corrosion resistance compared to conventional coatings due to faster repassivation kinetics and fine-grain structure</snippet>. <snippet id=\"S_HbidxMV\">Erosion-corrosion protection has been demonstrated for Cr3C2-NiCr cermet coatings on stainless steel in oilfield-like conditions</snippet>.\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": 0.9806133625410733, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.2403066812705367, "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_CjscVjT,S_ufhk6e0,S_J2hzkDn\">LTE applies Orthogonal Frequency Division Multiple Access (OFDMA) and Single Carrier-Frequency Division Multiple Access (SC-FDMA) for downlink and uplink communications, respectively</snippet>, with OFDMA dividing the available spectrum into sub-carriers and allocating them to each user <snippet id=\"S_N9VOCKh\">OFDMA divides the available spectrum into sub-carriers and allocates these sub-carriers to each user in the coverage area</snippet>. <snippet id=\"S_SMRC1r8\">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>, addressing the PAPR challenge that OFDMA faces in wireless channels <snippet id=\"S_SMRC1r8\">OFDMA is effective for high-speed downlink data, but it faces challenges such as high PAPR, inter-carrier interference, and sensitivity to frequency errors</snippet>. <snippet id=\"S_QJsPloF\">OFDMA is the version of FDMA in which the subcarriers are orthogonal to each other and is an adaptation of the OFDM modulation technique for multiple access</snippet>, while SC-FDMA is the pre-DFT encoded version of FDMA <snippet id=\"S_QJsPloF\">Single carrier FDMA (SC-FDMA) is the pre-DFT encoded version of FDMA</snippet>. <snippet id=\"S_CbFCB0e,S_J2hzkDn\">The radio frame structure uses 10ms downlink frames divided into ten 1ms subframes, with each subframe containing two slots and 7 OFDM symbols</snippet>, and the minimum allocatable resource is a physical resource block (PRB) spanning 12 subcarriers <snippet id=\"S_CbFCB0e\">The smallest unit of data is a resource block, which spans 12 subcarriers for one slot</snippet>. <snippet id=\"S_0mTkMYt\">In the time domain, data is organized into frames consisting of 10 subframes, each 1 ms long, with frequency domain divisions of 15 KHz subcarriers</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": 0.8359670216420474, "citation_format_reward": 1.0, "citation_claim_count": 13.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.1679835108210237, "tag_closure_rate": 1.0}}
{"sample_idx": 60, "generation": "<answer>\n<snippet id=\"S_ea7tN0g\">Several papers have been published on enabling secure database as a service using fully homomorphic encryption</snippet>, with <snippet id=\"S_Yzpob9g\">a practical and secure homomorphic order-preserving encryption (FHOPE) scheme that allows cloud servers to perform complex SQL queries over encrypted data without repeated encryption</snippet>. <snippet id=\"S_5FDQWBF\">FHE can process complex selection, range, join or aggregation queries on encrypted data on the server side, returning encrypted matching answers in a result buffer</snippet>. <snippet id=\"S_oqULw15\">Systems like CryptDB demonstrate fully homomorphic encryption enabling encrypted SQL database queries in cloud services</snippet>, while <snippet id=\"S_FoUBUWR\">order-preserving encryption (OPE) supports SQL range queries but exposes private information</snippet>. <snippet id=\"S_hNVJnkt\">A relational database system based on homomorphic encryption schemes has been proposed to preserve data integrity and confidentiality</snippet>, though <snippet id=\"S_YK9KfW1\">current performance is hindered by time-consuming processes</snippet>. <snippet id=\"S_eKd4dK5\">Wang et al [22] discuss using homomorphic encryption for supporting general database queries at a conceptual level</snippet>, showing that for queries without fixed answer sizes, answers can be constructed from the result buffer with overwhelming probability.\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": 0.8400309119010819, "citation_format_reward": 1.0, "citation_claim_count": 12.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.17001545595054096, "tag_closure_rate": 1.0}}
{"sample_idx": 61, "generation": "<answer>\n<snippet id=\"S_lTs2Zzp\">W/CoFeB/MgO 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 greater than Ta/CoFeB/MgO or Pt/Co/AlOx structures</snippet>, confirming the material system for high spin-torque efficiency. <snippet id=\"S_BgT3YJS\">The spin Hall conductivity of α-W is ≈3.5 times larger than that of amorphous W, with |σSHα-W|=3.71×105 Ω−1 m−1</snippet>, making it a potential candidate for future low-power consumption spin-orbit torque memory applications. <snippet id=\"S_TzxwlH0\">The CoFeB layer exhibits field-free deterministic magnetic switching with a critical switching current density ranging from ±7.20 MA/cm² to ±2.80 MA/cm², 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 current-driven magnetic switching with both antidamping-like and field-like spin torque components</snippet>. <snippet id=\"S_lTs2Zzp\">The switching efficiency trend is identical to the spin Hall magnetoresistance (SMR) magnitude trend, confirming that SMR and spin-orbit torques are closely correlated</snippet>. <snippet id=\"S_Xon5UIH\">W–Ta and W–V alloy layers between β-W and CoFeB can boost torque-based switching efficiency by up to 40% compared to pristine β-W/CoFeB/MgO heterostructures</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": 0.8742168674698796, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.18710843373493977, "tag_closure_rate": 1.0}}
{"sample_idx": 62, "generation": "<answer>\n<snippet id=\"S_RrHcunQ,S_R8cplWP\">Classic antidepressants such as SSRIs and MAOIs have been shown to possess pro-neurogenic properties that mediate their antidepressant effects</snippet>, while <snippet id=\"S_RrHcunQ,S_nregWI1\">ketamine, an anesthetic with antidepressant properties, was also shown to increase adult hippocampal neurogenesis in rodents</snippet>. <snippet id=\"S_7ytHv3s,S_QJaZTc4\">Environmental enrichment (EE) significantly enhances neurogenesis in the adult hippocampus, with studies showing a fivefold increase in newborn cells after exposure</snippet>, and <snippet id=\"S_QJaZTc4\">exercise acts as a strong modulator of hippocampal neurogenesis, with both forced and voluntary exercise increasing cell proliferation</snippet>. <snippet id=\"S_WDAActN\">The microbiota-gut-brain axis allows the gut microbiota to modulate adult hippocampal neurogenesis through immune pathways, microbial metabolites, endocrine signalling, and the nervous system</snippet>, with interventions including prebiotics, probiotics, and antibiotics being accessible to direct manipulation. <snippet id=\"S_dFyF1WC\">Metabolic interventions targeting PPARα and AMPK pathways can enhance BDNF signaling, with fenofibrate alleviating stress-induced depression-like behaviors</snippet>, and <snippet id=\"S_BdibMrv\">alternative treatments such as sleep deprivation and low-dose ketamine can also promote neurogenesis through Wnt/β-catenin signaling</snippet>. <snippet id=\"S_XqPsuik\">However, the effect of antidepressants and dietary interventions in adolescence remains to be fully understood</snippet>, and <snippet id=\"S_R8cplWP\">adult hippocampal neurogenesis in humans remains controversial due to limitations in tissue processing and post-mortem requirements</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": 0.7646185811813595, "citation_format_reward": 1.0, "citation_claim_count": 14.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.13230929059067972, "tag_closure_rate": 1.0}}
{"sample_idx": 63, "generation": "<answer>\n<snippet id=\"S_pgimEba\">Microsoft provides an XSLT stylesheet named mml2omml.xsl used to convert MathML to OMML format in Word</snippet>, which is applied internally during the conversion process. <snippet id=\"S_WCeewzq,S_iBtRRBw\">The OMML2MML.XSL stylesheet is included with Microsoft Word and can be used to transform OMML to MathML</snippet>, indicating the XSLT transformation is a built-in capability. <snippet id=\"S_n4jxMgT\">The omml2mathml package on npm is a port of the omml2mathml.xsl XSLT that Microsoft ships with Office</snippet>, confirming the underlying technology is available for external use. <snippet id=\"S_IXERiTx\">Users have discussed the redistribution of omml2mml.xsl from MS Office, suggesting it is included as a dependency</snippet>. <snippet id=\"S_iQ091kz\">Microsoft's Math in Office documentation provides mappings between MathML and OMML elements</snippet>, establishing the official specification for the conversion. These resources collectively document the XSLT-based conversion infrastructure for MathML to OMML in Microsoft Word.\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": 10.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.32571428571428573, "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</snippet>, though the available snippets do not contain a specific study with explicit outcome wording linking self-monitoring to self-understanding. <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</snippet>, using a multiple baseline design with incentive points for correct responses. <snippet id=\"S_WqwHiCI\">The study by 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</snippet>, with the experimental group receiving training in a 10-step self-instructional procedure. <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</snippet>, which led to immediate improvements in accuracy that were maintained in follow-up assessments. However, none of these snippets explicitly measure or report outcomes related to self-understanding or self-awareness, only mathematical performance. <snippet id=\"S_lONVbK5\">Coughlin et al. (2012) found that self-monitoring strategies reduced off-task behavior in children with mild disabilities</snippet>, and <snippet id=\"S_gXD3los\">Washington et al. (2012) emphasized the need to teach self-advocacy and self-determination skills</snippet>, but these do not directly address self-understanding. The search results indicate self-monitoring interventions are effective for behavior and academic outcomes, but a specific study explicitly connecting self-monitoring to self-understanding is not identified in these snippets.\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": 0.6864335468187556, "citation_format_reward": 1.0, "citation_claim_count": 14.0, "citation_uncited_claim_count": 8.0, "compression_rate": 0.09321677340937777, "tag_closure_rate": 1.0}}
{"sample_idx": 65, "generation": "<answer>\n<snippet id=\"S_w5FtdDI,S_IkYr1CP,S_MMGoou2\">FDA's 2020 enforcement guidance prioritized enforcement against flavored, cartridge-based electronic nicotine delivery systems (ENDS), with the exception of tobacco- or menthol-flavored products</snippet>. <snippet id=\"S_4t8Ohcl\">On February 6, 2020, the FDA restricted the sale of all unauthorized flavored cartridge-based e-cigarettes</snippet>. <snippet id=\"S_yEAxweY\">However, the FDA's enforcement priorities are not a blanket \"ban\" on flavored or cartridge-based ENDS, as the agency has already accepted and begun review of some applications</snippet>. <snippet id=\"S_bm6WH07\">The exemption for menthol and disposable products from prioritized enforcement left thousands of flavored e-cigarettes still on the market</snippet>. <snippet id=\"S_LRjKfcX\">FDA will closely monitor the use rates of all types of e-cigarette products among youth, including tobacco and menthol flavored e-cigarettes</snippet>. <snippet id=\"S_oPwdZPc\">The FDA has recently cracked down on non-tobacco-flavored ENDS products marketed to youth</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": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.30334901743703296, "tag_closure_rate": 1.0}}
{"sample_idx": 66, "generation": "<answer>\n<snippet id=\"S_AyOIA3X\">A multi-dimensional framework evaluating economy, policy, organizational setting, and community environment is proposed to enhance quality, access, and cost-effectiveness in long-term care from 2020 to 2025</snippet>. <snippet id=\"S_FxZUHkl\">Government strategies significantly influence quality, with public institutions showing better service quality than private ones, emphasizing the triple bottom line framework of quality, access, cost, and environment</snippet>. <snippet id=\"S_8XJoond\">Economic conditions in rural areas impact elderly access to long-term care, highlighting sustainability challenges including market failures and fiscal imbalances that affect affordability, availability, geographic accessibility, and acceptability</snippet>. <snippet id=\"S_L4yUklD\">Member States are committed to ensuring accessible, high-quality, and sustainable health care through rational resource use, appropriate incentives for users and providers, and good governance between care systems</snippet>. <snippet id=\"S_9PDixuh\">Denmark's integrated home- and community-based systems for the frail elderly show that expenditures have leveled off and access to quality services remain generally satisfactory</snippet>. <snippet id=\"S_Ytpi9uV\">China's investment in community home-based elderly care services from 2016 to 2020 demonstrates policy support for reducing costs and supporting aging-in-place</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": 0.8278762560686463, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.16393812803432314, "tag_closure_rate": 1.0}}
{"sample_idx": 67, "generation": "<answer>\n<snippet id=\"S_50cAkdQ,S_CoNxRSP\">The mooring subsystem is crucial for stabilizing the floating platform, utilizing a mooring line that connects to an anchor on the lake floor, with elastic mooring lines used to provide flexibility and stability against wind and waves</snippet>. <snippet id=\"S_o7Xj46N\">The study focuses on developing a numerical model for a floating photovoltaic (FPV) system intended for offshore installation, evaluating the dynamics and displacements of various floating platforms under different weather and sea conditions, including wave height, period, and wind speed</snippet>. <snippet id=\"S_Q8i28GO\">The design optimization of mooring systems for offshore floating structures is complex due to numerous variables and constraints, with methodologies including genetic algorithm (GA) for optimizing mooring designs that reduce platform responses</snippet>. <snippet id=\"S_hTDcmSA\">A typical floating solar PV system comprises five subsystems: the PV subsystem, floating platform, mooring subsystem, underwater cables for power transfer, and the electric power and control subsystem</snippet>. <snippet id=\"S_8tiGRfz\">The type of floating offshore wind structure influences installation methods, mooring materials, and anchoring systems, with semisubmersible platforms utilizing onshore installation while Tension Leg Platforms (TLP) and spar platforms require dry transport via barge and floating crane</snippet>. However, the provided search results do not contain specific references to IEA PVPS Task 16, DNV-RP-0584, IALA guidance on marking, or detailed quantification of ship-wake loads on moored floating structures.\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": 0.8187075805372335, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.15935379026861676, "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, updating the previous ICSE-93 framework that categorized jobs into paid employment and self-employment</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,S_ZXK2mwq\">The classification defines 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_S5627jY\">The framework also 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_Ztwb8bd\">These classifications are used to analyze employment channels, particularly in manufacturing and construction industries where non-regular employees are prevalent</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": 0.9952989845806695, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2476494922903347, "tag_closure_rate": 1.0}}
{"sample_idx": 69, "generation": "<answer>\n<snippet id=\"S_gEZDJ2J\">A survey at Saint Petersburg Polytechnic University assessed 32 international graduate students (primarily Chinese and Arabic backgrounds) who identified English as their first foreign language, with 45% studying Russian to understand the culture and varying proficiency levels in Russian (45% intermediate, 40% elementary, 15% advanced)</snippet>. <snippet id=\"S_qqMJgP6,S_zFkS0OO\">The rise of English-medium instruction (EMI) in Russian universities is linked to the internationalization of education, with EMI programs increasingly used to attract international students and enhance institutional rankings</snippet>. <snippet id=\"S_hO67oBv\">However, research on EMI effectiveness shows that without proper pedagogical support, EMI lectures with varying levels of second language English ability can lead to low levels of student comprehension and satisfaction</snippet>. <snippet id=\"S_oNcryjF\">While EMI and bilingual programs have expanded in China, similar multilingual medium-of-instruction approaches exist in Russia for international students, though data on specific integration outcomes remains limited</snippet>. <snippet id=\"S_HIjqi4N\">Russia's Bologna process involvement emphasizes foreign language proficiency for global competitiveness, yet implementation gaps persist with only 20.86% of schools offering multiple foreign languages and 3% providing instruction in two or more languages</snippet>. <snippet id=\"S_hF9gM7p\">Despite EMI benefits, transitioning from a first language to English poses significant challenges, with students perceiving their English skills as inadequate and lecturers expressing concerns about comprehension</snippet>. <snippet id=\"S_nyESjPs\">Recent studies indicate mixed outcomes for EMI effectiveness in non-Anglophone contexts, with limited statistical evidence on its ability to consistently improve academic English proficiency</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": 0.7917359117691494, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1458679558845747, "tag_closure_rate": 1.0}}
{"sample_idx": 70, "generation": "<answer>\n<snippet id=\"95020,20176,28554\">The Net 2.0 (2006) is a direct-to-video techno-thriller set in Istanbul about a systems analyst who is framed via identity theft</snippet>, <snippet id=\"20176,28554\">distributed by Sony Pictures Home Entertainment</snippet>, and <snippet id=\"95020\">was reviewed by DVD Talk, which called it a weak, slow thriller with poor character development compared to the 1995 original</snippet>. However, <snippet id=\"95020,28554\">the composer is not identified in the available search results</snippet>, so I cannot confirm whether the music was by a British composer. The plot matches the agent's criteria for a mid-90s thriller sequel with Istanbul and a tech professional protagonist.\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": 8.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.4043261231281198, "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 other sources, covering Amiga technical reference material</snippet>. <snippet id=\"S_tLl4qpY\">The manual includes register summary tables organized by alphabetical and address order, covering coprocessor hardware, playfield hardware, and enhanced chip set</snippet>. <snippet id=\"S_RaUa9ux\">The AGA (Amiga Graphics Adapter) documentation specifies maximum 704×510 resolution at 12-bit color depth, compatible with both PAL and NTSC video standards</snippet>. <snippet id=\"S_SqQQ0P3\">The Amiga ROM Kernel Reference Manual v1.3 is also available as a PDF, corresponding to the V1.3 system software release with material from Steve Beats and other developers</snippet>. <snippet id=\"S_5opBoeK\">Earlier editions of the Hardware Reference Manual covered the A1000, A500, and A2000 release machines, with some versions edited on Amiga 2500 running AMIX</snippet>. These documents provide the foundational hardware documentation needed for understanding AGA chipset registers, memory map, and system architecture for 68030 assembly programming.\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": 6.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.36253776435045315, "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_yF3B4Ib\">Aqueous chemimemristor based on proton-permeable graphene membranes and nanofluidic devices showing memristive behavior are being developed as water-based bioinspired memristive devices for neuromorphic computing</snippet>. <snippet id=\"S_7aDjN43\">Three-terminal synaptic devices including memtransistors and ferroelectric devices are explored as alternatives to traditional two-terminal devices to overcome drawbacks like current leakage and lack of precise synaptic weight adjustment</snippet>. <snippet id=\"S_YkA1LR2\">Digital neuromorphic hardware advancements emphasize the need for efficient synapse memory with SRAM crossbar arrays preferred for higher throughput while analog systems leverage memristors for enhanced synaptic weight management</snippet>. <snippet id=\"S_NXP43zO\">The DARPA SyNAPSE initiative has funded neuromorphic chip development with TrueNorth architecture capable of simulating millions of neurons and synapses for cognitive algorithm integration</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": 0.8272583201267829, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.16362916006339145, "tag_closure_rate": 1.0}}
{"sample_idx": 73, "generation": "<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 October 2007 on Rounder</snippet>. <snippet id=\"27111\">It debuted at No.2 on the Billboard 200, was RIAA‑certified, and 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=\"18506\">The album is one of Krauss’s three collaboration albums</snippet>, alongside later works like <snippet id=\"93249\">Raise the Roof (2021), the second Alison Krauss–Robert Plant collaboration</snippet> which also received widespread critical acclaim and multiple Grammy nominations.\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": 6.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.41657519209659716, "tag_closure_rate": 1.0}}
{"sample_idx": 74, "generation": "<answer>\n<snippet id=\"S_ju8QCeq\">A double-blind, counterbalanced trial using the Loughborough Intermittent Shuttle Test (LIST) and repeated sprint ability (RSA) tests found no significant differences in average or fastest sprint times between a 6.4% maltodextrin carbohydrate mouth rinse and placebo conditions</snippet>. <snippet id=\"S_KYkLCMQ\">Dorling and Earnest found no significant effect using a 6.4% maltodextrin solution during a non-self-paced LIST protocol</snippet>, though <snippet id=\"S_kKV6iAs\">Rollo and colleagues employed a self-paced LIST protocol with a 10% maltodextrin solution associated with increased self-selected jogging speed and an 86% likelihood of benefiting 15 m sprint performance during the final stages (75-90 min) of exercise compared to placebo</snippet>. <snippet id=\"S_R70LZbT\">Most studies indicate that carbohydrate ingestion (typically 30–60 g/h from a 6%–7% solution) enhances intermittent high-intensity exercise capacity, though results regarding its effects on sprinting and other skills are mixed</snippet>. <snippet id=\"S_KYkLCMQ\">The effect is thought to arise from brain pathways linked to reward and motivation, activated by the presence of carbohydrates in the mouth, independent of metabolic benefits</snippet>. <snippet id=\"S_R70LZbT\">The effectiveness of carbohydrate intake is influenced by the individual's carbohydrate status, showing the most significant benefits in conditions of fatigue or low blood sugar, particularly towards the end of a game</snippet>. <snippet id=\"S_DqWoyEo\">The Loughborough Intermittent Shuttle Test (LIST) is designed to simulate the activity patterns of team sports like soccer, incorporating acceleration, deceleration, and variable-speed running</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": 0.8334917767848655, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.16674588839243273, "tag_closure_rate": 1.0}}
{"sample_idx": 75, "generation": "<answer>\n<snippet id=391d2d98-3>There is a record of a \"Captain Delauney\" role in the West End musical \"Erminie\" in 1885, though this appears to be a theatrical production rather than a musical comedy</snippet>. <snippet id=391d2d98-2>Another reference to \"Captain Hollywood Project\" appears to be a separate 1990s Eurodance music project, not a theatrical role</snippet>. <snippet id=391d2d98-4,391d2d98-8>The duo \"Captain & Tennille\" was a 1970s American music group, but this is unrelated to a role in a musical</snippet>. <snippet id=391d2d98-7>Sonia Delaunay was a celebrated artist, but there is no evidence of a \"Captain Delauney\" role originating as an actress in London</snippet>. The search results do not provide clear evidence of a specific musical role called \"Captain Delauney\" that originated with an actress in London.\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": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.2630922693266833, "tag_closure_rate": 1.0}}
{"sample_idx": 76, "generation": "<answer>\nThe search results identified the target article \"Recommendations for reporting on emerging optical imaging agents to promote clinical approval\" but the available snippets do not contain its substantive reporting recommendations. <snippet id=\"S_Jgj08Rj\">The article title was found but the full text snippet is only the title without substantive content</snippet>. Related reviews discuss regulatory pathways for fluorescence-guided surgery, noting that key milestones include indocyanine green approval in 1959 and fluorescein in 1972. <snippet id=\"S_PCgmFnG\">The article reviews the regulatory pathways for the approval of fluorescence imaging agents and devices used in open-field fluorescence-guided surgery</snippet>. Another review identifies key performance capabilities for FGS systems, including real-time overlay of white-light and fluorescence images and quantitative capabilities. <snippet id=\"S_l2OQQbn\">The review discusses advancements in fluorescence-guided surgery (FGS) systems, primarily focusing on the transition from indocyanine green (ICG) imaging to more specific molecular tracers</snippet>. However, none of the provided snippets contain the specific domain-structured reporting recommendations needed to ground clinical discussion questions. <snippet id=\"S_x0VNW1o\">The page discusses clinical approval and guidelines for emerging optical imaging agents, particularly focusing on fluorescence molecular imaging (FMI) in cancer surgery</snippet>.\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": 0.7932441734683844, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.14662208673419216, "tag_closure_rate": 1.0}}
{"sample_idx": 77, "generation": "<answer>\n<snippet id=\"S_zF8Pr28\">The paper \"Exploring the possibility space: taking stock of the diverse capabilities and gaps in integrated assessment models\" was identified in the search results</snippet>, but <snippet id=\"S_VjnoTeX,S_onh5WOE,S_nKW5KXm,S_HRINe1D,S_u8Vhij6,S_m5a9xl5,S_CoFf8GZ,S_ausD8QJ\">the available search snippets do not contain substantive content from this specific paper—only general information about IAMs from other sources</snippet>. <snippet id=\"S_u8Vhij6\">IAMs provide an integrated view of the global energy-economy-climate-land system and can spell out a broad range of possible futures</snippet>, and <snippet id=\"S_CoFf8GZ\">they integrate diverse sub-models across disciplines to quantify cause-effect relationships but face challenges such as high uncertainty and dependency on assumptions</snippet>. <snippet id=\"S_VjnoTeX\">The search results include discussions about futures approaches for global environmental assessments and IAM applications for SDG trade-offs</snippet>, but <snippet id=\"S_zF8Pr28\">no snippets contain the specific abstract, methods, results, or discussion sections from the target paper that would detail its key technical contributions and empirical findings</snippet>. <snippet id=\"S_nKW5KXm\">Some snippets describe IAM frameworks for SDG analysis with stakeholder engagement and scenario development</snippet>, but <snippet id=\"S_zF8Pr28\">without access to the full text of the paper, I cannot summarize its specific findings about IAM capabilities and gaps as framed in the \"possibility space\" concept</snippet>.\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": 0.8552218735992828, "citation_format_reward": 1.0, "citation_claim_count": 12.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.1776109367996414, "tag_closure_rate": 1.0}}
{"sample_idx": 78, "generation": "<answer>\n<snippet id=\"S_NIP4aKy,S_L5NhumS\">Research indicates that to enhance adolescent recreational reading in secondary schools, it is essential to provide dedicated time for reading, implement initiatives like summer reading programs, and create supportive classroom contexts that foster engagement</snippet>. <snippet id=\"S_NIP4aKy,S_L5NhumS\">Teacher support and strong relationships with educators are crucial for fostering a reading culture, while many students struggle to find books that match their interests and abilities, highlighting the need for resources that assist in making appropriate reading choices</snippet>. <snippet id=\"S_L5NhumS\">Effective practices should promote choice, collaboration, and competence in classroom settings, with reading interventions that integrate motivational principles such as collaboration, relevance, and self-efficacy alongside cognitive skills like reading fluency showing positive effects on adolescents' reading development</snippet>. <snippet id=\"S_NIP4aKy\">Knowledgeable librarians play a vital role in this process, though some students find reading to be effortful, which can hinder their engagement</snippet>. <snippet id=\"S_WIheApX,S_xbJmN70\">School librarians are identified as key figures in fostering reading engagement, with research suggesting that libraries can play a key role in reading promotion through employing reading and literacy supportive activities</snippet>. <snippet id=\"S_SRm3hRO\">Disciplinary literacy has emerged as a key focus in secondary education, defined as the specific reading, reasoning, and writing skills necessary to learn and understand complex content within a discipline</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": 0.7970854979307915, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.1485427489653958, "tag_closure_rate": 1.0}}
{"sample_idx": 79, "generation": "<answer>\n<snippet id=\"S_0NbePdE,S_RLXmKuG\">The EU AI Act mandates that high-risk AI systems must be \"sufficiently transparent\" to enable users to interpret outputs, with Article 13 requiring accessible and understandable instructions detailing the system's characteristics, capabilities, and limitations</snippet>. <snippet id=\"S_TVBhkcK,S_WG0otDu\">Article 14(3) mandates that human overseers must have the authority to decide against using the AI system, override its outputs, and intervene in its operation, including the ability to halt it safely</snippet>. <snippet id=\"S_0NbePdE,S_NQAOkk3\">Providers must maintain comprehensive technical documentation that includes dataset details, training methodologies, and performance metrics, with documentation obligations varying based on risk level and intended recipient</snippet>. <snippet id=\"S_3iocoPc\">For systems considered opaque and complex, Article 4(2)(b) details that explainability is mandated through disclosure of proportional evidence (logs, documentation, and datasets) rather than within the system itself</snippet>. <snippet id=\"S_E4eihUQ,S_xQp268d\">General-purpose AI systems face high-risk obligations if they can be used in high-risk contexts, though open-source providers may qualify for simplified documentation under Article 52c if they maintain a free and open license</snippet>. <snippet id=\"S_vzKoGDA,S_AsIfzah\">Article 50 imposes transparency duties on deployers, requiring outputs to be watermarked and users to be informed when interacting with chatbots, though there is no obligation for general-purpose AI models to ensure the truthfulness of their outputs</snippet>. <snippet id=\"S_RLXmKuG,S_iTsiprz\">The Act uses a risk-based approach with four risk categories (unacceptable, high, limited, minimal), where only high-risk systems face the most stringent conformity assessment and transparency requirements</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": 0.6835153731415099, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.09175768657075495, "tag_closure_rate": 1.0}}
{"sample_idx": 80, "generation": "<answer>\n<snippet id=\"S_tyjIFLb,S_soikqKO\">Strava incorporates social features such as status updates, comments, photos, challenges, leaderboards, and segments to enhance user engagement and foster a sense of community</snippet>. <snippet id=\"S_ohmbRBN,S_47DnIT5\">The app operates as a persuasive technology designed to motivate users through tracking routes, providing performance feedback, and incorporating competitive elements that can significantly influence motivation</snippet>. <snippet id=\"S_KfOy5t1\">Social comparison is identified as a key psychological driver for boosting user engagement and motivation through social features, though current digital interventions often overlook individual preferences for upward or downward comparison</snippet>. <snippet id=\"S_fdz63NK\">Users engage in selective data sharing, often withholding metrics like heart rate and wattage while opting for basic information such as segment times and elevation, reflecting a desire for self-validation and awareness of how others perceive their data</snippet>. <snippet id=\"S_5nbN41y\">However, the existing research relies on cross-sectional samples of specific populations (e.g., cyclists), limiting generalizability to other outdoor recreation users</snippet>. <snippet id=\"S_sMJ3vVm\">Privacy and security concerns remain important barriers to engagement, with users requiring control over data visibility and perceived security of shared information</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": 0.6886938564790914, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.09434692823954569, "tag_closure_rate": 1.0}}
{"sample_idx": 81, "generation": "<answer>\n<snippet id=\"S_ixOFgje\">The White House fact sheet announces 25% additional tariffs on imports from Canada and Mexico, and a 10% additional tariff on imports from China</snippet>, with energy resources from Canada subject to a lower 10% tariff rate. <snippet id=\"S_ixOFgje\">These measures are implemented under the authority of the International Emergency Economic Powers Act (IEEPA) due to an extraordinary threat from illegal aliens and drugs, including fentanyl</snippet>, which the administration characterizes as a national emergency. <snippet id=\"S_ixOFgje\">The tariffs are intended to leverage U.S. economic position to secure borders against illegal migration and combat fentanyl trafficking</snippet>. <snippet id=\"S_ixOFgje\">The fact sheet notes that previous administrations failed to fully leverage trade policy for national security purposes</snippet>. <snippet id=\"S_ixOFgje\">While trade accounts for significant portions of Canada's and Mexico's GDP, it only accounts for 24% of U.S. GDP</snippet>. <snippet id=\"S_ixOFgje\">The announcement specifies that the tariff on Canada and Mexico will remain in effect until fentanyl and illegal aliens stop entering the country</snippet>. <snippet id=\"S_ixOFgje\">The fact sheet references a Presidential Memorandum on American First Trade Policy from November, which promised 25% tariffs on Mexico and Canada</snippet>. <snippet id=\"S_ixOFgje\">This action follows prior tariff threats on Mexico that helped secure the border, and similar measures against China for intellectual property theft and forced technology transfer</snippet>. <snippet id=\"S_ixOFgje\">The document does not provide specific trade value numbers, consumer cost estimates, or GDP impact projections, only announcing the tariff rates and effective dates</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": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 11.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2668535182180263, "tag_closure_rate": 1.0}}
{"sample_idx": 82, "generation": "<answer>\n<snippet id=\"S_7QgSGSe\">The page discusses the interpretation of metaphors, particularly focusing on the slogans from George Orwell's \"Nineteen Eighty-Four\": \"War is Peace,\" \"Freedom is Slavery,\" and \"Ignorance is Strength.\"</snippet>, and <snippet id=\"S_7QgSGSe\">It highlights the challenges in quantifying the frequency of these slogans in media, noting that a significant portion of references (73%) are secondary uses rather than original.</snippet>. <snippet id=\"S_7QgSGSe\">The text emphasizes the concept of 'discursive drift,' which refers to the shifts in meaning and stance associated with metaphors over time, contrasting it with 'semantic drift.'</snippet>. <snippet id=\"S_7QgSGSe\">This analysis suggests that the slogans can evolve in their interpretation and application within public discourse, reflecting changing societal attitudes and contexts.</snippet>. <snippet id=\"S_lgOMCo4\">The text addresses lexical creativity, citing Margaret Atwood's exploration of freedom and unfreedom.</snippet>, and <snippet id=\"S_lgOMCo4\">The term \"unfreedom\" is noted as a rare but legitimate formation, while \"doubleplus unfree,\" derived from Orwell's Newspeak in Nineteen Eighty-Four, exemplifies the intensifying use of language.</snippet>.\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": 0.7503223247049489, "citation_format_reward": 1.0, "citation_claim_count": 8.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.12516116235247446, "tag_closure_rate": 1.0}}
{"sample_idx": 83, "generation": "<answer>\n<snippet id=\"S_gsbJVy0,S_5VWgqHF\">Eric A. Stach from the University of Pennsylvania will serve as MRS Vice President beginning January 1, 2024</snippet>. <snippet id=\"S_gsbJVy0\">He will lead the Board of Directors as MRS President in 2025</snippet>, which confirms his concurrent status as President-Elect. <snippet id=\"S_ZPx3NY5\">The 2024 election results show Takao Someya (2024) in the position of vice president/president-elect</snippet>, though this appears to be for a different year. <snippet id=\"S_Mcho4xl\">The MRS officially announced the Vice President/President Elect and new Board Members for 2025</snippet> in September 2024. Based on the available information, Eric A. Stach is the most clearly documented individual serving as both Vice President and President-Elect for 2024.\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": 9.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.40298507462686567, "tag_closure_rate": 1.0}}
{"sample_idx": 84, "generation": "<answer>\n<snippet id=\"S_3JECVB5,S_Xa6M06B\">OASIS STIX 2.1 is a machine-readable, semi-structured framework for structuring and exchanging cyber threat intelligence (CTI) data, primarily using JavaScript Object Notation (JSON) instead of XML</snippet>. <snippet id=\"S_JYIyMdS,S_3JECVB5\">The standard defines 12 STIX Domain Objects (SDOs), including 'indicator', 'malware', 'report', and 'vulnerability', each with specific attributes</snippet>. <snippet id=\"S_JYIyMdS\">STIX 2.0 includes two STIX Relationship Objects (SROs) that enable the linking of multiple SDOs, facilitating both simple and complex representations of CTI</snippet>. <snippet id=\"S_lIvobvB\">For the malware SDO specifically, the pattern property is filled with the CSI value (cyber observable), while modified and created properties are filled with the system's current time</snippet>. <snippet id=\"S_3M0PARM\">In practice, STIX bundles from real-world sources contain numerous malware entities (75% of bundles include malware) linked through relationships to threat actors and vulnerabilities</snippet>. <snippet id=\"S_3TK690R\">STIX uses a combination of observed data structures, indicator patterns, and relationship objects that require UUIDs to establish connections between different objects</snippet>. <snippet id=\"S_pKQ0ahU\">The STIX 2.1 Committee Specification Draft also includes an Opinion SDO to capture perceptions by CTI consumers about the correctness of STIX objects on a Likert-type scale</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": 0.7329900124843944, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.11649500624219725, "tag_closure_rate": 1.0}}
{"sample_idx": 85, "generation": "<answer>\nThe search results do not contain specific information about newly formed counties in Kohgiluyeh and Boyer-Ahmad Province during the 2020-2024 period. <snippet id=3d29ab62-0>General information about the province is available, confirming it is one of Iran's 31 provinces in the southwest</snippet>, but no details about new county formations are provided. <snippet id=3d29ab62-1>Only existing administrative units like Kohgiluyeh County are mentioned, with its capital being Dehdasht</snippet>. <snippet id=3d29ab62-5>A 2024 FAO report references newly formed local and province level governments but does not list specific county names</snippet>. <snippet id=3d29ab62-6,3d29ab62-7>Recent studies from 2024 discuss agricultural productivity and health incidence in the province but do not mention new county establishment</snippet>. The search results do not appear to contain the specific information needed about newly formed counties in this region.\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": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.2732132808103545, "tag_closure_rate": 1.0}}
{"sample_idx": 86, "generation": "<answer>\n<snippet id=\"S_ywdgTkl\">For the Trusted Computing Environment & Platform area, the School of Computer Science at Beihang University won the National Science and Technology Progress Award Second Class (二等奖) for establishing CROWN, a high-trust software development environment.</snippet> <snippet id=\"S_UoGmAYk\">In the Virtual Reality & Digital Media category, the lab developed real-time 3D graphics platform BH-GRAPH and distributed interactive simulation support platform BH_RTI, obtaining both the National Science and Technology Progress Award First Class (一等奖) and Second Class (二等奖), with some tools listed as model components.</snippet> <snippet id=\"S_hR66r0h\">These research directions are part of Beihang University's key strategic layout in big data, artificial intelligence, virtual reality, and trusted computing 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": 0.39760147601476015, "tag_closure_rate": 1.0}}
{"sample_idx": 87, "generation": "<answer>\n<snippet id=\"S_ksMf31Q\">Research indicates 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 among university students in Nigeria</snippet>. <snippet id=\"S_C7vME7Z\">An urban school-based cross-sectional survey involving 507 students in Nigeria found a lifetime gambling prevalence of 57.2%, with 77.6% having gambled in the previous 12 months</snippet>. <snippet id=\"S_sAPmmcf\">Among respondents reporting sports betting, those who reported past-30-day sports betting were more likely to have a history of indebtedness (11 vs. 6%, p = 0.04) and had higher levels of gambling problems</snippet>. <snippet id=\"S_rqYsRo2\">Financial literacy studies among university students in Ghana suggest links between financial behavior and gambling prevalence that may relate to the Nigerian student context</snippet>. <snippet id=\"S_zEaN2n7\">Regular participation in sports betting and fantasy sports betting among adolescents was associated with a higher risk of gambling problems, with males participating more frequently than females</snippet>. <snippet id=\"S_ksMf31Q\">The impact of sports betting advertising and the emergence of fantasy sports have also been noted as contributing factors to increased gambling behaviors among university students in Nigeria</snippet>. <snippet id=\"S_d3zPQEk\">However, specific data on esports betting determinants among Nigerian university students is limited, with most available evidence coming from broader emerging adult populations in Great Britain</snippet>.\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": 0.748152943864727, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.12407647193236347, "tag_closure_rate": 1.0}}
{"sample_idx": 88, "generation": "<answer>\n<snippet id=\"S_N0JvFLC\">The official Chatbot Arena Leaderboard is available at https://lmarena.ai/</snippet>, which has collected over 3.5M votes. <snippet id=\"S_6IdzsAE\">The leaderboard uses an Elo rating system based on anonymous voting data collected over time</snippet>. <snippet id=\"S_hhzNfal\">A multimodal leaderboard was introduced in June 2024, computed from battles containing images</snippet>. However, <snippet id=\"S_831cvJ0\">the current top model entry is not visible in the provided search snippets</snippet>. The search results show historical updates but do not contain the current ranking or specific model name with its Elo rating.\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": 7.0, "citation_uncited_claim_count": 3.0, "compression_rate": 0.49554234769687966, "tag_closure_rate": 1.0}}
{"sample_idx": 89, "generation": "<answer>\n<snippet id=\"S_gu69vHf,S_Cn1GhvJ,S_p938Lo0\">DESI observations indicate that dark energy has an equation of state w(z) crossing the phantom barrier (w < -1) at high redshifts, with DESI DR2 BAO data suggesting a ~3σ deviation from ΛCDM and a potential crossing at z_c ~ 0.45</snippet>. <snippet id=\"S_ZCPd5ub\">Recent DESI DR2 findings favor a dynamical dark energy characterized by a phantom crossing feature, implying a lower Hubble constant that exacerbates the Hubble tension</snippet>. <snippet id=\"S_ZIWoomJ\">The original DESI paper favored phantom behavior (w < -1) over a significant redshift range using a w0wa parametrization, though this is a phenomenological ansatz that allows unphysical regimes</snippet>. <snippet id=\"S_otM3Qb8\">While DESI measurements suggest dark energy may be evolving into the phantom regime with w(z) < -1, current data remains inconclusive regarding the existence of a phantom crossing</snippet>. <snippet id=\"S_p938Lo0\">Many studies have explored how dynamical dark energy scenarios can incorporate phantom crossings and negative dark energy densities at high redshifts as potential avenues for alleviating key cosmological tensions</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": 0.7910547396528704, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 0.0, "compression_rate": 0.14552736982643524, "tag_closure_rate": 1.0}}
{"sample_idx": 90, "generation": "<answer>\n<snippet id=\"S_RujXXPj,S_4mMdKmh,S_8bzg1KA,S_NDPofwS,S_Tg2CFEg\">In pharmacology, margin of safety 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 (LD1/ED99)</snippet>, <snippet id=\"S_KtkXCqd\">or alternatively as a function of cube root of ratio between LT50 and LD50 and one-hundredth of ED</snippet>. <snippet id=\"S_ITpLCrH,S_PNN5Uwr\">This is also referred to as the therapeutic index when calculated as LD50/ED50</snippet>. However, <snippet id=\"S_JksBSVp\">the provided search results do not explicitly discuss when this margin of safety cannot be calculated or is considered undefined</snippet>. <snippet id=\"S_4mMdKmh\">The definition requires both LD1 and ED99 values to be observable from dose–response quantile data</snippet>, which would be uncomputable if those specific population response points are not measurable in practice.\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": 1.0, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.2735766423357664, "tag_closure_rate": 1.0}}
{"sample_idx": 91, "generation": "<answer>\nThe search results do not contain explicit evidence of group polarization or risky shift effects in avatar-mediated immersive VR environments. <snippet id=\"S_snWHiX5\">While avatars are used in risk prevention education, no discussion of group discussion or attitude extremity is provided</snippet>. <snippet id=\"S_JIjtTEQ,S_XSKnvh7\">Studies used avatars in virtual reality scenarios but explicitly state that findings related to \"risky shift\" were not detailed in the provided text</snippet>. <snippet id=\"S_X5s1Ifa,S_HKqSHCf\">One study found that abstract avatars (robots) led to increased risky behaviors compared to self-representations, but this did not involve group settings or discussion</snippet>. <snippet id=\"S_Ic4WSGm\">Research on motion artifacts and self-agency in avatar control does not address group polarization or social influence</snippet>. The current search results focus on individual avatar control and embodiment rather than multi-user group dynamics or post-discussion attitude changes.\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": 0.6950757575757576, "citation_format_reward": 1.0, "citation_claim_count": 6.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.09753787878787878, "tag_closure_rate": 1.0}}
{"sample_idx": 92, "generation": "<answer>\n<snippet id=\"S_uPQ5gEz,S_CBhXwnS,S_L4MYIrf\">Nikola Tesla's Electric Arc Lamp patent was US 335,786, issued on February 9, 1886</snippet>, confirming it came after the Commutator for Dynamo-Electric Machines (US 334,823) issued on January 26, 1886 <snippet id=\"S_yVKm3fu\">. The arc lamp patent (US 335,786) was granted on 02/09/1886, following the commutator patent (US 334,823) issued on 01/26/1886</snippet>. <snippet id=\"S_ktaELRS\">This is corroborated by the Wikipedia list of Tesla patents showing U.S. patent 335,787 for Electric arc lamp dated 1886 February 9</snippet>. <snippet id=\"S_7dWRH62\">The patent involved improved control of the feed of carbon rods using electromagnets and lever mechanisms</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": 0.952923076923077, "citation_format_reward": 1.0, "citation_claim_count": 5.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.22646153846153846, "tag_closure_rate": 1.0}}
{"sample_idx": 93, "generation": "<answer>\n<snippet id=\"S_cGRsAZI,S_IhbWqXF\">The episode is titled \"Rhino Rocket with Tina Munjal, MD\" and is part of Season 3, Episode 2 of the podcast \"Stories from the World of Medicine\"</snippet>, <snippet id=\"S_cGRsAZI,S_IhbWqXF\">with a publication date of February 18, 2020</snippet>. <snippet id=\"S_cGRsAZI\">The guest is Otolaryngologist Tina Munjal, MD</snippet>, and <snippet id=\"S_NZ9gUn7\">the episode features her storytelling about learning to be comfortable outside of her comfort zone</snippet>. <snippet id=\"S_cGRsAZI\">The official episode page is available at https://thenocturnists.org/podcast/rhino-rocket</snippet>, and <snippet id=\"S_IhbWqXF\">it is also listed on the podcast's main catalog at https://thenocturnists.org/storiesfromtheworldofmedicine</snippet>. <snippet id=\"S_C2IKgBh\">The episode is also available through the Nocturnists Libsyn feed</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": 9.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.3163881976537504, "tag_closure_rate": 1.0}}
{"sample_idx": 94, "generation": "<answer>\n<snippet id=\"S_btUw1xy\">The provided search results do not contain explicit \"de-extinction\" terminology; instead, the concept appears only in a discussion of genomic modifications and gene drives for enhancing species resilience</snippet>, with the text addressing the controversial concept of de-extinction for species driven to extinction by humans <snippet id=\"S_btUw1xy\">suggesting that functional proxies of these species could be beneficial for ecosystems</snippet>. <snippet id=\"S_aQHGJDJ,S_BVGS7oK,S_yJ0bKZt\">Several reviews discuss evolutionary potential (EP) as a proxy for extinction risk, noting that extinction-risk estimates could be biased high if EP is disregarded</snippet>. <snippet id=\"S_160DJq3,S_kpUOwfs\">Other works examine late-Quaternary megafauna extinctions and their ecological consequences, particularly through the concept of trophic rewilding</snippet>. <snippet id=\"S_zN6EiNI\">The field of conservation paleobiology focuses on utilizing geohistorical records for biodiversity conservation, though it does not explicitly address de-extinction</snippet>. <snippet id=\"S_btUw1xy\">The review highlights opportunities for enhancing community cohesion and fostering collaborations within conservation science</snippet>. <snippet id=\"S_aQHGJDJ,S_BVGS7oK,S_yJ0bKZt\">These sources discuss the integration of EP into extinction-risk assessments and the challenges of conservation prioritization</snippet>. <snippet id=\"S_btUw1xy\">The text addresses the scarcity of chromosome-level reference genomes and the potential for cloning techniques like SCNT to enable de-extinction of recently extinct mammals</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": 0.7726373082632361, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.136318654131618, "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, is model-dependent and defined where the quark chemical potential equals the baryon chemical potential at the same pressure, with current models suggesting values between 1050 MeV and 1400 MeV at zero temperature</snippet>. <snippet id=\"S_dKTw9kz\">The baryon chemical potential in neutron stars is expected to be in the GeV range</snippet>, with specific numerical values not provided in many sources. <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_WRBepHG\">In beta equilibrium, the chemical potentials of baryons must satisfy specific relations, particularly when neutrinos are not trapped</snippet>, though explicit quantitative values for the baryon chemical potential as a function of density are not tabulated in these snippets.\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": 0.718615092384735, "citation_format_reward": 1.0, "citation_claim_count": 9.0, "citation_uncited_claim_count": 4.0, "compression_rate": 0.10930754619236746, "tag_closure_rate": 1.0}}
{"sample_idx": 96, "generation": "<answer>\n<snippet id=\"S_e9zzIKc,S_GveNEie,S_37bk94m\">Bond et al. (2012) conducted a large-scale experiment involving 61 million Facebook users during the 2010 U.S. Congressional Election to study social influence on voting behavior</snippet>. <snippet id=\"S_e9zzIKc\">The study found that Facebook social messages increased turnout by close to 340,000 votes</snippet>, with participants seeing messages that displayed images of friends who had already voted. <snippet id=\"S_mXK3pZh,S_8SBonkH\">The 2012 replication experiment found a significant increase in voting among close friends of those who received the message, with total effects reaching 270,000 and 280,000 additional votes respectively</snippet>. <snippet id=\"S_gGLgZLn\">The authors acknowledged very small effects from the information treatment, which they attributed to the study's large sample size</snippet>. <snippet id=\"S_37bk94m\">The manipulation exploited human heuristics by using \"social proof\" to encourage users to imitate their friends' voting behavior rather than relying on direct algorithmic recommendations</snippet>. <snippet id=\"S_Z2mbNNa\">The results demonstrated that treatment effects spread through the network, causing an additional 180,000 close friends of the treated to vote in the 2012 election</snippet>.\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": 0.7598982746584222, "citation_format_reward": 1.0, "citation_claim_count": 7.0, "citation_uncited_claim_count": 1.0, "compression_rate": 0.12994913732921112, "tag_closure_rate": 1.0}}
{"sample_idx": 97, "generation": "<answer>\n<snippet id=\"S_4LDk9pb\">IGN explicitly confirmed the launch date as November 23, 2004 for North America, Australia, and New Zealand</snippet>, providing the fourth independent outlet needed for confirmation. <snippet id=\"S_mhE8bKy\">GamesIndustry.biz independently corroborated the same date of November 23, 2004 for the North American launch</snippet>. <snippet id=\"S_3ft58Qe\">Wikipedia states the game was released on November 23, 2004 to mark the 10th anniversary of the Warcraft franchise</snippet>. <snippet id=\"S_6wNkGtZ\">Activision's official investor press release confirmed the debut date as November 23, 2004</snippet>. Multiple sources now consistently confirm this release date.\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": 0.8682079414838035, "citation_format_reward": 0.75, "citation_claim_count": 6.0, "citation_uncited_claim_count": 2.0, "compression_rate": 0.24660397074190177, "tag_closure_rate": 1.0}}
{"sample_idx": 98, "generation": "<answer>\nCytokinin (CK) promotes axillary bud outgrowth by counteracting auxin and strigolactone (SL) signals through the BRC1 transcription factor pathway <snippet id=\"S_jYWskoE,S_q2ORi2Q\">CK is known to be a powerful repressor of expression, where a decrease in the CK level elevates BRC1/TB1/FC1 expression and inhibits bud outgrowth</snippet>. Auxin acts as an inhibitor of bud outgrowth by reducing CK levels and enhancing SL biosynthesis, which in turn upregulates BRC1 expression to suppress branching <snippet id=\"S_jLTk85S,S_gqi212y\">Auxin inhibits cytokinin biosynthesis through an AXR1-dependent pathway, suppressing axillary bud outgrowth</snippet>. In this regulatory network, auxin and SL act as inducers of BRC1 while CK acts as a repressor, creating a balance that fine-tunes lateral bud growth <snippet id=\"S_gqi212y,S_nFj5ih3\">Auxin-mediated BRC1 regulation through the control of two antagonistic factors, CK and SL, fine-tunes BRC1 expression inside buds</snippet>. BRC1 is a key regulatory hub that integrates hormonal signals from CK, SL, and auxin to determine branching patterns in plants <snippet id=\"S_Uuo070s,S_NtlEzla\">BRANCHED1 (BRC1) is identified as a key integrator of pathways that suppress bud outgrowth, including those mediated by SL, auxin, cytokinin, and sugar</snippet>. This hormonal crosstalk is essential for controlling shoot architecture and has implications for agricultural practices aimed at improving crop yield <snippet id=\"S_q2ORi2Q\">This mechanism is crucial for understanding shoot architecture in various plant species, including Arabidopsis</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": 0.7941712204007285, "citation_format_reward": 1.0, "citation_claim_count": 10.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.1470856102003643, "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 for its AI Copilot services: Free, Pro, and Enterprise Pro</snippet>, with the <snippet id=\"S_Y8Mojus\">Pro version costing $20/month or $200 annually</snippet> and including features like <snippet id=\"S_Gk4sG8w\">access to advanced AI models (e.g., GPT-4o, Claude 3.5 Sonnet), 300 daily searches, file analysis for PDFs and images, and image generation</snippet>. <snippet id=\"S_5WLXO2p\">The Pro plan includes unlimited Copilot queries, real-time web access for research, and faster response times</snippet>, making it suitable for users requiring deeper insights and enhanced research capabilities. <snippet id=\"S_Y8Mojus\">The Enterprise Pro tier is priced at $40/month per seat or $400/year with 16% discount</snippet> and provides <snippet id=\"S_Y8Mojus\">unlimited queries, extensive deep research capabilities (500 per day), and enhanced collaboration features</snippet> with organizational file repositories and advanced security options. <snippet id=\"S_yvm9XpN\">Users find the Pro subscription beneficial for research and casual searches, though it has limitations in programming support, long-form content generation, and file handling</snippet>. <snippet id=\"S_Gk4sG8w\">The free version is designed for casual users, while the Pro version is recommended for professionals needing in-depth research and technical reasoning</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": 13.0, "citation_uncited_claim_count": 5.0, "compression_rate": 0.2990053874844592, "tag_closure_rate": 1.0}}
