cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7488/ds/7885
title: Data Supporting the Manuscript "Evaluating tropospheric nitrogen dioxide in UKCA using OMI satellite retrievals over South and East Asia"

description: This dataset comprises 40 NetCDF (.nc) files, 26 Python (.py) files, and one shapefile (.shp) file. The Python scripts were utilized to generate the manuscript's (Evaluating tropospheric nitrogen dioxide in UKCA using OMI satellite retrievals over South and East Asia) results, while the NetCDF files contain post-processed outputs from the UKCA model, which were used in the result generation. The shapefile file was employed for data analysis. The UKCA model code is available at https://code.metoffice.gov.uk/trac/roses-u/browser/b/o/1/0/8/trunk Please note that these data files support the article accepted to the journal Atmospheric Chemistry and Physics. For any inquiries, please contact Alok Pandey at Alok.Pandey@ed.ac.uk or David Stevenson at David.S.Stevenson@ed.ac.uk.
DOI: 10.13026/nf30-0z23
title: MIMIC-IV-Ext Triage Instruction Corpus

description: Emergency department (ED) overcrowding leads to delayed care, increased
patient risk, and inefficient resource use. The MIMIC-IV-Ext Triage
Instruction Corpus (MIETIC) addresses this by providing 9,629 structured
triage cases from MIMIC-IV, aligned with the Emergency Severity Index (ESI).

MIETIC supports large language model (LLM) training for AI-assisted triage,
improving accuracy, consistency, and risk assessment. The dataset includes
chief complaints, vital signs, demographics, and medical history, ensuring
realistic triage decision-making. Developed through automated quality control
and expert validation, MIETIC enhances model performance in high-risk and
moderate-risk classification.

Available in CSV formats, MIETIC enables research in clinical NLP, AI-driven
triage, and decision-support tools. The dataset module includes:

  1. Structured triage cases with ESI labels.
  2. Triage case generation prompts for instruction tuning.
  3. Expert-validated samples for quality control.
  4. SQL scripts for data extraction and validation, hosted on GitHub.

MIETIC provides a standardized, reproducible dataset to advance AI-driven
emergency triage, optimizing accuracy, efficiency, and resource allocation.
DOI: 10.13026/q1nc-2e47
title: MIMIC-IV-Ext Triage Instruction Corpus

description: Emergency department (ED) overcrowding leads to delayed care, increased
patient risk, and inefficient resource use. The MIMIC-IV-Ext Triage
Instruction Corpus (MIETIC) addresses this by providing 9,629 structured
triage cases from MIMIC-IV, aligned with the Emergency Severity Index (ESI).

MIETIC supports large language model (LLM) training for AI-assisted triage,
improving accuracy, consistency, and risk assessment. The dataset includes
chief complaints, vital signs, demographics, and medical history, ensuring
realistic triage decision-making. Developed through automated quality control
and expert validation, MIETIC enhances model performance in high-risk and
moderate-risk classification.

Available in CSV formats, MIETIC enables research in clinical NLP, AI-driven
triage, and decision-support tools. The dataset module includes:

  1. Structured triage cases with ESI labels.
  2. Triage case generation prompts for instruction tuning.
  3. Expert-validated samples for quality control.
  4. SQL scripts for data extraction and validation, hosted on GitHub.

MIETIC provides a standardized, reproducible dataset to advance AI-driven
emergency triage, optimizing accuracy, efficiency, and resource allocation.
DOI: 10.25390/caryinstitute.11801052.v74
title: Cary Institute Environmental Monitoring Program Current Year Data 2025

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: please click on the Cite button in the Figshare repository.<br>
Those wishing to publish data from Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact data manager Vicky Kelly, kellyv@caryinstitute.org.<br>
For complete data for previous years and for complete metadata, please see appropriate items for the Cary Institute Environmental Monitoring Program at https://caryinstitute.figshare.com/
DOI: 10.15468/dl.8w4gkn
title: Occurrence Download

description: A dataset containing 545785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "TaxonKey is one of (Meles meles (Linnaeus, 1758), Potamochoerus porcus (Linnaeus, 1758), Pelomedusa subrufa (Lacépède, 1788), Testudo rubicunda Suckow, 1798, Pelomedusa mossambicensis Peters, Pentonix americana Cornalia, 1849, Testudo subrufa Lacépède, 1788, Pelomedusa mozambica Peters, Testudo badia Donndorf, 1798, Jacana jacana (Linnaeus, 1766), Ursus meles Linnaeus, 1758, Meles caninus, Meles danicus, Meles typicus, Meles alba, Meles vulgaris, Meles britannicus, Meles marianensis, Sus porcus Linnaeus, 1758, Pentonyx americana Cornalia, 1849, Pelomedusa subrufa (Bonnaterre, 1789), Testudo subrufa Bonnaterre, 1789, Parra spec Linnaeus, 1766)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 {
 "not" : {
 "Country" : [
 "is one of (American Samoa, Guam, Northern Mariana Islands, Puerto Rico, United States Minor Outlying Islands, United States of America, Virgin Islands (U.S.))"
 ]
 }
 }
 ]
}

 The dataset includes 545785 records from 2394 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005410-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99z5gc
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andropogon africanus Franch."
 ]
}

 The dataset includes 713 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005976-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbpk6z
title: Occurrence Download

description: A dataset containing 17732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Animal Sound Archive",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 17732 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122121-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2d4mg
title: Occurrence Download

description: A dataset containing 52482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-37.46063 -9.77234,-37.35626 -9.8053,-36.37848 -10.49744,-35.16449 -8.99231,-35.00519 -8.60779,-36.66412 -8.66272,-38.8504 -8.77808,-38.16925 -9.42627,-37.6474 -9.69543,-37.46063 -9.77234))",
 "StateProvince is alagoas",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52482 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018051-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82nzdf
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Annickia letestui (Le Thomas) Setten & Maas"
 ]
}

 The dataset includes 123 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005996-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eb5mbe
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nilaparvata lugens (Stål, 1854)"
 ]
}

 The dataset includes 411 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343629-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf6gom
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Tabebuia chrysantha (Jacq.) Nicholson"
 ]
}

 The dataset includes 86 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018056-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq5yqp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mollusques continentaux de France-Données malacologiques continentales de Julien Ryelandt (CORSE 2017)",
 "TaxonKey is Theba pisana (O.F.Müller, 1774)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127061-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccgs3s
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garcinia jaweri Lauterb."
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001181-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpf9ep
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Lama glama (Linnaeus, 1758)"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018052-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wewna3
title: Occurrence Download

description: A dataset containing 18345 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physalis angulata L."
 ]
}

 The dataset includes 18345 records from 605 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001756-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqmj38
title: Occurrence Download

description: A dataset containing 6091 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 6091 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132445-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw0ui8
title: Occurrence Download

description: A dataset containing 14930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 1969-2019",
 "HasCoordinate is true",
 "TaxonKey is Myotis nattereri (Kuhl, 1817)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14930 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018050-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7zbpw
title: Occurrence Download

description: A dataset containing 20555349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20555349 records from 2397 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343633-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cczn7rl
title: CCDC 913190: Experimental Crystal Structure Determination

description: Related Article: Ning Li, Guo-Gui Liu, Jian Chen, Feng-Feng Pan, Bing Wu, Xing-Wang Wang|2014|Eur.J.Org.Chem.|2014|2677|doi:10.1002/ejoc.201301860
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/cc10hdhd
title: CCDC 938323: Experimental Crystal Structure Determination

description: Related Article: Feng-Feng Pan, Wei Yu, Zheng-Hang Qi, Chunhua Qiao, Xing-Wang Wang|2014|Synthesis|46|1143|doi:10.1055/s-0033-1341061
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/cc7zxz2
title: CCDC 238265: Experimental Crystal Structure Determination

description: Related Article: Shinsuke Nishida, Junya Kawai, Miki Moriguchi, Tomohiro Ohba, Naoki Haneda, Kozo Fukui, Akira Fuyuhiro, Daisuke Shiomi, Kazunobu Sato, Takeji Takui, Kazuhiro Nakasuji, Yasushi Morita|2013|Chem.-Eur.J.|19|11904|doi:10.1002/chem.201301783
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/cc10hdkg
title: CCDC 938325: Experimental Crystal Structure Determination

description: Related Article: Shinsuke Nishida, Junya Kawai, Miki Moriguchi, Tomohiro Ohba, Naoki Haneda, Kozo Fukui, Akira Fuyuhiro, Daisuke Shiomi, Kazunobu Sato, Takeji Takui, Kazuhiro Nakasuji, Yasushi Morita|2013|Chem.-Eur.J.|19|11904|doi:10.1002/chem.201301783
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/cc7zy04
title: CCDC 238266: Experimental Crystal Structure Determination

description: Related Article: Shinsuke Nishida, Junya Kawai, Miki Moriguchi, Tomohiro Ohba, Naoki Haneda, Kozo Fukui, Akira Fuyuhiro, Daisuke Shiomi, Kazunobu Sato, Takeji Takui, Kazuhiro Nakasuji, Yasushi Morita|2013|Chem.-Eur.J.|19|11904|doi:10.1002/chem.201301783
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/cc10hdlh
title: CCDC 938326: Experimental Crystal Structure Determination

description: Related Article: Pin Gao, Xiao-Biao Yan, Tao Tao, Fan Yang, Ting He, Xian-Rong Song, Xue-Yuan Liu, Yong-Min Liang|2013|Chem.-Eur.J.|19|14420|doi:10.1002/chem.201303025
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/cc10hdmj
title: CCDC 938327: Experimental Crystal Structure Determination

description: Related Article: Pin Gao, Xiao-Biao Yan, Tao Tao, Fan Yang, Ting He, Xian-Rong Song, Xue-Yuan Liu, Yong-Min Liang|2013|Chem.-Eur.J.|19|14420|doi:10.1002/chem.201303025
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/cc10hdnk
title: CCDC 938328: Experimental Crystal Structure Determination

description: Related Article: Jing Ren, Siqi Wang, Haijun Ni, Risheng Yao, Chenzhong Liao, Banfeng Ruan|2015|J.Inorg.Organomet.Polym.Mater.|25|419|doi:10.1007/s10904-014-0056-6
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/cc10hdrn
title: CCDC 938331: Experimental Crystal Structure Determination

description: Related Article: De-Gang Ding, Jian-Ling Wang|2016|Synth.React.Inorg.,Met.-Org.,Nano-Met.Chem.|46|507|doi:10.1080/15533174.2014.988805
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.ccz5thf
title: CCDC 899325: Experimental Crystal Structure Determination

description: Related Article: Magdalena Ceborska, Kamila Szwed, Kinga Suwinska|2013|Carbohydrate Polymers|97|546|doi:10.1016/j.carbpol.2013.04.097
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.ccz5tjg
title: CCDC 899326: Experimental Crystal Structure Determination

description: Related Article: Magdalena Ceborska, Kamila Szwed, Kinga Suwinska|2013|Carbohydrate Polymers|97|546|doi:10.1016/j.carbpol.2013.04.097
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/cc10hf20
title: CCDC 938341: Experimental Crystal Structure Determination

description: Related Article: Antonio Rodríguez , Ma José Romero , Alberto Fernández , Margarita López-Torres , Digna Vázquez-García , Leticia Naya , José M. Vila, Jesús J. Fernández|2014|Polyhedron|67|160|doi:10.1016/j.poly.2013.08.060
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/cc10hf31
title: CCDC 938342: Experimental Crystal Structure Determination

description: Related Article: Antonio Rodríguez , Ma José Romero , Alberto Fernández , Margarita López-Torres , Digna Vázquez-García , Leticia Naya , José M. Vila, Jesús J. Fernández|2014|Polyhedron|67|160|doi:10.1016/j.poly.2013.08.060
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/cc10hf42
title: CCDC 938343: Experimental Crystal Structure Determination

description: Related Article: Antonio Rodríguez , Ma José Romero , Alberto Fernández , Margarita López-Torres , Digna Vázquez-García , Leticia Naya , José M. Vila, Jesús J. Fernández|2014|Polyhedron|67|160|doi:10.1016/j.poly.2013.08.060
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/cc10hf53
title: CCDC 938344: Experimental Crystal Structure Determination

description: Related Article: Antonio Rodríguez , Ma José Romero , Alberto Fernández , Margarita López-Torres , Digna Vázquez-García , Leticia Naya , José M. Vila, Jesús J. Fernández|2014|Polyhedron|67|160|doi:10.1016/j.poly.2013.08.060
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.