cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/s00s-zw25
title: "Towards Reliable Automatic Peer Review Generation and Evaluation"

description: "This dataset supports the research presented in the manuscript \"Towards Reliable Automatic Peer Review Generation and Evaluation via Analyzing Atomic Opinion between Peer-Review and Meta-Review\". The rapid advancement of AI research has led to an explosive growth in paper submissions, significantly challenging the traditional peer review process. Recently, Automatic Peer Review Generation (APRG) based on Large Language Models (LLMs) has gained increasing attention due to its potential to assist authors in iteratively improving paper quality and enhance reviewer efficiency, thereby alleviating peer review pressure. Existing works have demonstrated that fine-tuning LLMs on human-written peer reviews exhibits promising results. However, relying on subjective peer reviews while neglecting authoritative meta-reviews renders APRG training and evaluation unreliable, impeding further progress. To address this, we propose a novel approach leveraging structured Meta-Review Atomic opinions for high-quality data construction and evaluation. Specifically, we decompose peer reviews and meta-reviews into fine-grained Atomic Review Opinions (AROs). By aligning peer review AROs with meta-reviews to mitigate biases and conflicts, we construct a high-quality reference dataset. Furthermore, utilizing these curated opinions significantly enhances the reliability and interpretability of APRG evaluation. Building on this framework, we develop a comprehensive APRG suite comprising the ReviewTrain dataset, the ReviewEval benchmark, and the ReviewScore metric. Additionally, we train ReviewLLM utilizing the curated ReviewTrain corpus. Extensive experiments demonstrate that: (1) our ReviewScore significantly outperforms existing automatic metrics for peer review quality evaluation; (2) automatic evaluations on ReviewEval and DeepReview-Bench, along with human A\/B testing, verify that ReviewLLM significantly surpasses state-of-the-art baselines in both peer review quality and decision accuracy; and (3) comprehensive analyses further validate the high quality of our dataset, as well as the model\u2019s scalability and robustness against adversarial attacks. The resources of our developed datasets and codes have been publicly released1 to support future research in APRG2."
DOI: 10.5281/zenodo.18255292
title: Cleomaceae Horan. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.5281/zenodo.18255291
title: Cleomaceae Horan. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.6084/m9.figshare.31073152.v1
title: Research Data of Nature Geoscience

description: Research Data of Nature Geoscience
DOI: 10.15468/dl.bste8v
title: Occurrence Download

description: A dataset containing 650722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cinclus cinclus"
 ]
}

 The dataset includes 650722 records from 911 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011401-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wgdva
title: Occurrence Download

description: A dataset containing 1002 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onobrychis aequidentata"
 ]
}

 The dataset includes 1002 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037674-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7mecb
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamarix elongata"
 ]
}

 The dataset includes 245 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037677-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azguda
title: Occurrence Download

description: A dataset containing 4261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera tigris"
 ]
}

 The dataset includes 4261 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037675-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhyh52
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Omobranchus punctatus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037678-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5r3h9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Omobranchus punctatus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037679-250811113504898/datasets/export for details.
DOI: 10.15468/dl.ewrgpk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Omobranchus punctatus",
 "Country is Panama",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037680-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytgr5j
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamarix hispida"
 ]
}

 The dataset includes 477 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037681-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xx2ezp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthemis cotula",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037682-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8bwrp
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthemis cotula",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 343 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037686-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqypt4
title: Occurrence Download

description: A dataset containing 12029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Euphorbia spinosa"
 ]
}

 The dataset includes 12029 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037683-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xprgsy
title: Occurrence Download

description: A dataset containing 2982 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendroctonus valens"
 ]
}

 The dataset includes 2982 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037685-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gu26kr
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthemis cotula",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037687-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5gqqg
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onobrychis cyri"
 ]
}

 The dataset includes 420 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037688-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arwwhs
title: Occurrence Download

description: A dataset containing 2305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanacetum millefolium"
 ]
}

 The dataset includes 2305 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037689-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29974471
title: Additional file 3 of Spatial host-microbiome profiling demonstrates bacterial-associated host transcriptional alterations in pediatric ileal Crohn’s disease

description: Additional file 3: Supplementary Table S1. Baseline clinical, laboratory, and endoscopic characteristics of pediatric CD patients and IBS control subjects. Supplementary Table S2. Bacterial relative risk analysis for reduced cell viability in pediatric Crohn's disease. Supplementary Table S3. Previous literature reports of bacterial associations with Crohn's disease risk according to Gevers et al. (2014) and Kansal et al. (2019). Supplementary Table S4. Strain-level bacterial relative risk values for reduced cell viability in pediatric Crohn's disease.
DOI: 10.6084/m9.figshare.29974471.v1
title: Additional file 3 of Spatial host-microbiome profiling demonstrates bacterial-associated host transcriptional alterations in pediatric ileal Crohn’s disease

description: Additional file 3: Supplementary Table S1. Baseline clinical, laboratory, and endoscopic characteristics of pediatric CD patients and IBS control subjects. Supplementary Table S2. Bacterial relative risk analysis for reduced cell viability in pediatric Crohn's disease. Supplementary Table S3. Previous literature reports of bacterial associations with Crohn's disease risk according to Gevers et al. (2014) and Kansal et al. (2019). Supplementary Table S4. Strain-level bacterial relative risk values for reduced cell viability in pediatric Crohn's disease.
DOI: 10.15468/dl.kcme9m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Omobranchus punctatus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037692-250811113504898/datasets/export for details.
DOI: 10.15468/dl.x7rw56
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Omobranchus punctatus",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037691-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29974519
title: Additional file 1 of Elevated levels of Letm1 drives mitochondrial dysfunction and cardiomyocyte stress-mediated apoptosis in cultured cardiomyocytes

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.29974519.v1
title: Additional file 1 of Elevated levels of Letm1 drives mitochondrial dysfunction and cardiomyocyte stress-mediated apoptosis in cultured cardiomyocytes

description: Supplementary Material 1.
DOI: 10.15468/dl.9yphv6
title: Occurrence Download

description: A dataset containing 5436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanacetum bipinnatum"
 ]
}

 The dataset includes 5436 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037690-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29974537
title: Additional file 1 of Impact of diet in shaping gut virome of grain-fed and grass-fed beef cattle revealed by a comparative metagenomic study

description: Additional file 1: Table S1. The production traits of grain-fed and grass-fed beef cattle. Table S2. Independent t-test of birthweight, weaning height, and weaning weight between grain-fed and grass-fed cattle. Table S3. Analysis of covariance (ANCOVA) of post-weaning weight between grain-fed and grass-fed cattle. Table S4. Post-hoc pairwise comparisons of weight gain between grain-fed and grass-fed cattle since weaning. Table S5. The KEGG pathway of functional genes encoded by viruses from the grain-fed and grass-fed cattle feces based on the annotation using KofamKOALA.
DOI: 10.6084/m9.figshare.29974537.v1
title: Additional file 1 of Impact of diet in shaping gut virome of grain-fed and grass-fed beef cattle revealed by a comparative metagenomic study

description: Additional file 1: Table S1. The production traits of grain-fed and grass-fed beef cattle. Table S2. Independent t-test of birthweight, weaning height, and weaning weight between grain-fed and grass-fed cattle. Table S3. Analysis of covariance (ANCOVA) of post-weaning weight between grain-fed and grass-fed cattle. Table S4. Post-hoc pairwise comparisons of weight gain between grain-fed and grass-fed cattle since weaning. Table S5. The KEGG pathway of functional genes encoded by viruses from the grain-fed and grass-fed cattle feces based on the annotation using KofamKOALA.
DOI: 10.5281/zenodo.16934987
title: Phi^Q Framework และ Stable Distribution-Based Quantum Error Modeling and Overlapping Multi-Context Semantics for Gas Qubits
DOI: 10.6084/m9.figshare.29124414
title: Additional file 2 of Diagnostic performance of actigraphy in Alzheimer’s disease using a machine learning classifier – a cross-sectional memory clinic study

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.29124414.v1
title: Additional file 2 of Diagnostic performance of actigraphy in Alzheimer’s disease using a machine learning classifier – a cross-sectional memory clinic study

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.29974558
title: Additional file 1 of A comparison of high-fidelity and virtual reality simulation as assessment tools in undergraduate medical education

description: Additional file 1: Table S1. Simulation ABCDE Checklist – 04 Myocardial Infarction (NSTEMI). Table S2. Overview of grading criteria
DOI: 10.6084/m9.figshare.29974558.v1
title: Additional file 1 of A comparison of high-fidelity and virtual reality simulation as assessment tools in undergraduate medical education

description: Additional file 1: Table S1. Simulation ABCDE Checklist – 04 Myocardial Infarction (NSTEMI). Table S2. Overview of grading criteria
DOI: 10.15468/dl.kpe4mu
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Spastonyx nemognathoides"
 ]
}

 The dataset includes 104 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037693-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29974548
title: Additional file 14 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 14: Table S1. Clinical characteristics data.
DOI: 10.6084/m9.figshare.29974548.v1
title: Additional file 14 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 14: Table S1. Clinical characteristics data.
DOI: 10.6084/m9.figshare.29974557
title: Additional file 17 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 17: Table S4. The list of lactylation sites identified in BC.
DOI: 10.6084/m9.figshare.29974557.v1
title: Additional file 17 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 17: Table S4. The list of lactylation sites identified in BC.
DOI: 10.6084/m9.figshare.29974560
title: Additional file 18 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 18: Table S5. Functional enrichment analysis of differentially expressed lactylated proteins.
DOI: 10.6084/m9.figshare.29974560.v1
title: Additional file 18 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 18: Table S5. Functional enrichment analysis of differentially expressed lactylated proteins.
DOI: 10.6084/m9.figshare.29974563
title: Additional file 19 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 19: Table S6. The list of differentially expressed genes after BC cell treated with LDH inhibitor.
DOI: 10.6084/m9.figshare.29974563.v1
title: Additional file 19 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 19: Table S6. The list of differentially expressed genes after BC cell treated with LDH inhibitor.
DOI: 10.6084/m9.figshare.29974566
title: Additional file 20 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 20: Table S7. The list of differentially expressed genes after BC cell treated with NaLac.
DOI: 10.6084/m9.figshare.29974569.v1
title: Additional file 21 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 21: Table S8. H4K79la top100 for motif.
DOI: 10.15468/dl.nghctx
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Omobranchus punctatus",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037694-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29974566.v1
title: Additional file 20 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 20: Table S7. The list of differentially expressed genes after BC cell treated with NaLac.
DOI: 10.6084/m9.figshare.29974569
title: Additional file 21 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 21: Table S8. H4K79la top100 for motif.
DOI: 10.6084/m9.figshare.29974572
title: Additional file 22 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 22: Table S9. H4K91la top100 for motif.
DOI: 10.6084/m9.figshare.29974572.v1
title: Additional file 22 of H4K79 and H4K91 histone lactylation, newly identified lactylation sites enriched in breast cancer

description: Supplementary Material 22: Table S9. H4K91la top100 for motif.
DOI: 10.15468/dl.xd66ky
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthemis cotula",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037695-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq2728
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthemis cotula",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037696-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcumu4
title: Occurrence Download

description: A dataset containing 218425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-07-29",
 "EventDate is less than or equal to 2025-08-28",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 218425 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037669-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsffk3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthemis cotula",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037697-250811113504898/datasets/export for details.