cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bpnknk
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Solidago canadensis",
 "Year 1970-2020"
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072918-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhe9a9
title: Occurrence Download

description: A dataset containing 52572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypsipetes amaurotis)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 52572 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072901-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vwrjs
title: Occurrence Download

description: A dataset containing 9772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.3296229189314 32.4392704459637, -18.8578240979978 32.4392704459637, -18.8578240979978 43.6656174814093, -37.3296229189314 43.6656174814093, -37.3296229189314 32.4392704459637))",
 "TaxonKey is one of (Grampus griseus)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 9772 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072919-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17199063
title: Replication Package for Creating the FairMedQA Benchmark and Conducting the Related Empirical Investigation

description: ## 👀Overview**FairMedQA** is an adversarial medical question answering dataset for benchmarking the bias of large language models (LLMs) in the medical question answering context. FairMedQA is created from the U.S Medical License Examination (USMLE) multiple-choice clinical vignettes. Each sample includes:

* An original clinical vignette from the U.S Medical License Examination (USMLE) question bank (MedQA dataset).* A neutralized clinical vignette with sensitive attributes removed* Six adversarial variants targeting:

  * Race (Black vs. White)  * Gender (Female vs. Male)  * Socioeconomic Status (Low vs. High Income)

Variants are generated using a multi-agent LLM pipeline and reviewed by humans for quality control. The following figure demonstrates the workflow of the creation of the FairMedQA dataset.

 

## 🏠Replication Package Structure

```FairMedQA-Materials/├── 1_FairMedQA_Dataset/                         │   ├── FairMedQA_Dataset.jsonl/             # Final FairMedQA Dataset based on the adversarial variants from GPT-Agent and revised by Human Reviewers│   ├── Vignette_GPT-4.o.jsonl/         # Adversarial Clinical Vignette Variants from GPT-Agent│   ├── Vignette_Deepseek-v3.jsonl/     # Adversarial Clinical Vignette Variants from Deepseek-Agent│   └── .../├── 2_Scripts/                         │   ├── FairMedQA_generation/          # Python script for generating adversarial variants from neutralized clinical vignette│   ├── FairMedQA_Benchmarking/             # Python script for benchmarking given LLMs│   └── .../├── 3_Results_Raw/                        │   ├── FairMedQA_Answer_{LLM_Name}.jsonl    # Raw answers from {LLM_Name} on original vignettes, neutralized vignettes, and vignette variants├── 4_Results_Analysis/                        │   ├── Accuracy│   └── Fairness-Heatmap

│   └── results.csv        #all statistical analysis result```

 

## ✍️ Evaluation Metrics

* **Counterfactual Fair Rate**: Consistency across counterfactual variants* **Statistical Parity Difference**: Accuracy disparity between demographic groups* **Significance Testing**: McNemar's test for evaluating answer consistency

## 📰 Details of FairMedQA Dataset

**Properties:** Currently, there are 801 samples in the FairMedQA dataset. Each sample contains 39 properties, including "question id", "original question", "neutralized question", 6 "adversarial description", six "adversarial variant", 6 "variant tag", answers on original question, neutralized question, and 6 variants...
DOI: 10.5281/zenodo.18146153
title: Replication Package for Creating the FairMedQA Benchmark and Conducting the Related Empirical Investigation

description: ## 👀Overview**FairMedQA** is an adversarial medical question answering dataset for benchmarking the bias of large language models (LLMs) in the medical question answering context. FairMedQA is created from the U.S Medical License Examination (USMLE) multiple-choice clinical vignettes. Each sample includes:

* An original clinical vignette from the U.S Medical License Examination (USMLE) question bank (MedQA dataset).* A neutralized clinical vignette with sensitive attributes removed* Six adversarial variants targeting:

  * Race (Black vs. White)  * Gender (Female vs. Male)  * Socioeconomic Status (Low vs. High Income)

Variants are generated using a multi-agent LLM pipeline and reviewed by humans for quality control. The following figure demonstrates the workflow of the creation of the FairMedQA dataset.

 

## 🏠Replication Package Structure

```FairMedQA-Materials/├── 1_FairMedQA_Dataset/                         │   ├── FairMedQA_Dataset.jsonl/             # Final FairMedQA Dataset based on the adversarial variants from GPT-Agent and revised by Human Reviewers│   ├── Vignette_GPT-4.o.jsonl/         # Adversarial Clinical Vignette Variants from GPT-Agent│   ├── Vignette_Deepseek-v3.jsonl/     # Adversarial Clinical Vignette Variants from Deepseek-Agent│   └── .../├── 2_Scripts/                         │   ├── FairMedQA_generation/          # Python script for generating adversarial variants from neutralized clinical vignette│   ├── FairMedQA_Benchmarking/             # Python script for benchmarking given LLMs│   └── .../├── 3_Results_Raw/                        │   ├── FairMedQA_Answer_{LLM_Name}.jsonl    # Raw answers from {LLM_Name} on original vignettes, neutralized vignettes, and vignette variants├── 4_Results_Analysis/                        │   ├── Accuracy│   └── Fairness-Heatmap

│   └── results.csv        #all statistical analysis result```

 

## ✍️ Evaluation Metrics

* **Counterfactual Fair Rate**: Consistency across counterfactual variants* **Statistical Parity Difference**: Accuracy disparity between demographic groups* **Significance Testing**: McNemar's test for evaluating answer consistency

## 📰 Details of FairMedQA Dataset

**Properties:** Currently, there are 801 samples in the FairMedQA dataset. Each sample contains 39 properties, including "question id", "original question", "neutralized question", 6 "adversarial description", six "adversarial variant", 6 "variant tag", answers on original question, neutralized question, and 6 variants...
DOI: 10.5281/zenodo.18146231
title: DOIMIY QON DONORLARIDA LIPOPROTEIDLAR ALMASHINUVI HOLATI VA UNING SALOMATLIKKA TA'SIRI
DOI: 10.5281/zenodo.18146232
title: DOIMIY QON DONORLARIDA LIPOPROTEIDLAR ALMASHINUVI HOLATI VA UNING SALOMATLIKKA TA'SIRI
DOI: 10.3886/e242423
title: Federal University of Technology and Environmental Studies, Iyin-Ekiti 2026/2027 Diploma Form, Direct-Entry Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Technology and Environmental Studies, Iyin-Ekiti 2026/2027 Diploma Form, Direct-Entry Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.sg92nc
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum littorale)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 64 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072921-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ba9ncz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.3296229189314 32.4392704459637, -18.8578240979978 32.4392704459637, -18.8578240979978 43.6656174814093, -37.3296229189314 43.6656174814093, -37.3296229189314 32.4392704459637))",
 "TaxonKey is one of (Steno bredanensis)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072923-251120083545085/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.30995806
title: Li et al 2026

description: source data and scripts for analysis
DOI: 10.6084/m9.figshare.30995806.v1
title: Li et al 2026

description: source data and scripts for analysis
DOI: 10.15468/dl.ysfuu6
title: Occurrence Download

description: A dataset containing 9636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lanius bucephalus)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (March, April, May)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 9636 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072922-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgwvau
title: Occurrence Download

description: A dataset containing 51529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iphiclides podalirius",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 51529 records from 622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072908-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub5g8w
title: Occurrence Download

description: A dataset containing 8985 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is TPWD HARC Texas Coastal Fisheries Sabine Lake Gill Net"
 ]
}

 The dataset includes 8985 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347339-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fx5sku
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium yelarbonense Al-Shehbaz, 2023"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063533-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aggt5m
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio rogeri Boisduval, 1836"
 ]
}

 The dataset includes 256 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000802-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4wrct
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuora yunnanensis (Boulenger, 1906)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137792-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnm3rc
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidostemon glaricola (H.Hara) Al-Shehbaz"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063537-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26p2zm
title: Occurrence Download

description: A dataset containing 510998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.43298 38.92555,-69.92618 38.92555,-69.92618 43.88099,-75.43298 43.88099,-75.43298 38.92555))",
 "DatasetKey is iNaturalist Research-grade Observations",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 510998 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006767-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5wesc
title: Occurrence Download

description: A dataset containing 34258 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Animal Sound Archive"
 ]
}

 The dataset includes 34258 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003385-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8cdnt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidostemon gouldii Al-Shehbaz"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063538-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9hb4e
title: Occurrence Download

description: A dataset containing 26965 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypseloides Streubel, 1848"
 ]
}

 The dataset includes 26965 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006769-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cj2ek7
title: Occurrence Download

description: A dataset containing 34617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-89.6550766400000043 40.6408470900000012, -89.6550766400000043 40.6685089300000016, -89.6550766400000043 40.6869501600000021, -89.6550766400000043 40.7033423600000006, -89.6550766400000043 40.7187100599999994, -89.6550766400000043 40.7422738499999966, -89.6550766400000043 40.7586660500000022, -89.6294983100000024 40.7586660500000022, -89.6080125099999947 40.7586660500000022, -89.5947117799999972 40.7586660500000022, -89.5701565899999963 40.7586660500000022, -89.5527633199999968 40.7586660500000022, -89.5527633199999968 40.7473964100000003, -89.5527633199999968 40.7248571299999966, -89.5527633199999968 40.7084649299999981, -89.5527633199999968 40.6828521099999989, -89.5527633199999968 40.6654353899999990, -89.5527633199999968 40.6408470900000012, -89.5752722499999976 40.6408470900000012, -89.5906192500000031 40.6408470900000012, -89.6100587800000028 40.6408470900000012, -89.6366602399999977 40.6408470900000012, -89.6550766400000043 40.6408470900000012))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 34617 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117947-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agfjvg
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litwinowia tenuissima (Pall.) Woronow ex Pavlov"
 ]
}

 The dataset includes 354 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063548-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.elqllk
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaeleo calyptratus Duméril & Duméril, 1851"
 ]
}

 The dataset includes 473 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009711-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzqhhn
title: Occurrence Download

description: A dataset listing the 3475 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Dominica",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 3475 records were derived from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090707-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tppaq7
title: Occurrence Download

description: A dataset containing 85580 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lunaria annua L."
 ]
}

 The dataset includes 85580 records from 720 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063554-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1wx29f
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((101.02117 22.15294,126.68523 22.15294,126.68523 32.41417,101.02117 32.41417,101.02117 22.15294))",
 "HasCoordinate is true",
 "TaxonKey is Akebia trifoliata (Thunb.) Koidz.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 346 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009714-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erekz3
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyrocarpa linearifolia Rollins"
 ]
}

 The dataset includes 42 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063562-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8kqry
title: Occurrence Download

description: A dataset containing 5464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "DatasetKey is Especies silvestres de nopales mexicanos"
 ]
}

 The dataset includes 5464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090741-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3htc0f
title: Occurrence Download

description: A dataset containing 2818 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tectona grandis L.f."
 ]
}

 The dataset includes 2818 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009718-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygvwbj
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ochropleura leucogaster Freyer"
 ]
}

 The dataset includes 341 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090725-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88e7au
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammocharis deserticola Snijman & Kolberg"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006231-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ibcgqy
title: Occurrence Download

description: A dataset containing 6149 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Hongos del estado de Veracruz"
 ]
}

 The dataset includes 6149 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009721-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxubgw
title: Occurrence Download

description: A dataset containing 28929 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cortaderia selloana (Schult. & Schult.f.) Asch. & Graebn."
 ]
}

 The dataset includes 28929 records from 684 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063589-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.