cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17043216
title: Dual Inference Routes for Natural Language Hypothesis Generation in Multimodal Drug Discovery: An Early Experimentation Study – Supplementary Dataset

description: The processed datasets are available in the Zenodo repository at [DOI link]. These include cross__cluster__genes.csv (35 clusters), cluster_hypotheses.zip (containing 35 JSON files with cluster-level hypotheses named cluster_0_summary.json to cluster_34_summary.json), and final_hypothesis_report.md (the overall hypothesis).
DOI: 10.5281/zenodo.17043217
title: Dual Inference Routes for Natural Language Hypothesis Generation in Multimodal Drug Discovery: An Early Experimentation Study – Supplementary Dataset

description: The processed datasets are available in the Zenodo repository at [DOI link]. These include cross__cluster__genes.csv (35 clusters), cluster_hypotheses.zip (containing 35 JSON files with cluster-level hypotheses named cluster_0_summary.json to cluster_34_summary.json), and final_hypothesis_report.md (the overall hypothesis).
DOI: 10.15468/dl.nebxmc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028826-250827131500795/datasets/export for details.
DOI: 10.15468/dl.t2kyy7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028827-250827131500795/datasets/export for details.
DOI: 10.15468/dl.nrsbmb
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procnias nudicollis"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028828-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3a4pg
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sixalix atropurpurea",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028829-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8wjnz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus trigonus",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028830-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsnp3b
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus trigonus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028831-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r48fq
title: Occurrence Download

description: A dataset containing 33452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Viola alba"
 ]
}

 The dataset includes 33452 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028832-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66w6vb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sixalix atropurpurea",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028833-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5w5m9
title: Occurrence Download

description: A dataset containing 1258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen, Occurrence evidence, Material citation)",
 "Continent is one of (North America, South America)",
 "Country is one of (Mexico, Honduras, United States of America, El Salvador)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Coordinate reprojected, Continent derived from coordinates, The taxon ID was not found in the checklist, The scientific name ID was not found in the checklist, Occurrence status inferred from individual count, Ambiguous institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Dioon"
 ]
}

 The dataset includes 1258 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028834-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xecsg
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sixalix atropurpurea",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 61 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028835-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpme7e
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pteroptochos castaneus"
 ]
}

 The dataset includes 105 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028836-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2fxnfg
title: CCDC 2261866: Experimental Crystal Structure Determination

description: Related Article: Leilei Li, Libo Zhang, Anzhi Huang, Shuang Liu, Wenzhen Wang, Hongjiang Yu, Yiquan Zhang|2024|J.Rare Earths|43|1901|doi:10.1016/j.jre.2024.07.018
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2fxngh
title: CCDC 2261867: Experimental Crystal Structure Determination

description: Related Article: Leilei Li, Libo Zhang, Anzhi Huang, Shuang Liu, Wenzhen Wang, Hongjiang Yu, Yiquan Zhang|2024|J.Rare Earths|43|1901|doi:10.1016/j.jre.2024.07.018
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.dha2ct
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megabalanus tintinnabulum",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028837-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4kyjh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megabalanus tintinnabulum",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028838-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acuc2t
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028839-250827131500795/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc2l1tn4
title: CCDC 2385036: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l1tp5
title: CCDC 2385037: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l1tq6
title: CCDC 2385038: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l1ts8
title: CCDC 2385040: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l1tt9
title: CCDC 2385041: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l1tyf
title: CCDC 2385045: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l2jks
title: CCDC 2385715: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l2jmv
title: CCDC 2385717: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m4723
title: CCDC 2417134: Experimental Crystal Structure Determination

description: Related Article: Xin-Yue Zhou,  Lu Liu,  Hairong Lyu,  Xiao-Chen Wang|2025|Nature Chemistry|17|1323|doi:10.1038/s41557-025-01849-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.ppyqq8
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megabalanus tintinnabulum",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028842-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6s3jp
title: Occurrence Download

description: A dataset containing 1281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sarkidiornis sylvicola"
 ]
}

 The dataset includes 1281 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028840-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsr8ax
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028841-250827131500795/datasets/export for details.
DOI: 10.15468/dl.pxpy8u
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valerianella discoidea",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028843-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nn9uz
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valerianella eriocarpa",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 119 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028847-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tmk47
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penilia avirostris",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 393 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028844-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66q2kp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penilia avirostris",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028845-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85dcqw
title: Occurrence Download

description: A dataset containing 3192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Speculanas specularis"
 ]
}

 The dataset includes 3192 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028846-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kendgs
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valerianella eriocarpa",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028848-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kejaxq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valerianella eriocarpa",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028849-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/e6hh-cw09
title: "Digital Distortions: Auditing Bias in LLM-based Career Recommendations"

description: "We released one LLM generated recommendation dataset and one real-world employment dataset. The LLM generated dataset contains experiments over 9 social groups, 4 college degrees, 17 degree fields, 12 universities, 2 target work locations, and 383 occupation categories, resulting in 14,688 scenarios in total. The real employment dataset is retrieved from LinkedIn via API. The retrieved dataset contains approximately 295,000 individuals and a total of 1,330,000 records. For each individual, we select only their first three occupations within the five years following graduation to focus on early career choices. We rank occupations under the given attribute conditions by calculating their frequencies within the dataset, thereby creating an occupation ranking dataset. This real-world occupation ranking dataset is open-sourced to support future research."
DOI: 10.15468/dl.eczkaw
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aphyosemion exiguum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028850-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14795561
title: Biology-Driven Insights into the Power of Single-Cell Foundation Models

description: Datasets and Model weights used in our work Biology-Driven Insights into the Power of Single-Cell Foundation Models.
DOI: 10.5281/zenodo.17054467
title: Biology-Driven Insights into the Power of Single-Cell Foundation Models

description: Datasets and Model weights used in our work Biology-Driven Insights into the Power of Single-Cell Foundation Models.
DOI: 10.15468/dl.vj5ktm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoeniparus brunneus",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028852-250827131500795/datasets/export for details.
DOI: 10.15468/dl.f49e3m
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valerianella eriocarpa",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028855-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.