cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15676602
title: International data protection requirements interviews

description: This dataset comprises semi-structured interviews conducted with domain experts in data protection and privacy regulations from various jurisdictions. All interviewee have formal legal education or are recognized as experts in the domain (ex: data protection authority, known authors/speakers, PhD, multiple years of practice, certifications). The purpose of the interviews is to identify common and divergent data protection regulatory requirements that impact transborder personal data flows and compliance in multiple systems.

The database includes transcripts of expert interviews that have been made publicly available, upon informed and explicit consent from the participants. By default, all interviews are anonymized to protect the identity of the participants and to reduce potential bias during analysis. Other interviews may be available upon request, and other are kept confidential depending on the participants consent.

The files have been named in the following manner: [COUNTRY OF EXPERTISE]-[Random letters]. This way, when referring to the specific subject, we can identify them this way.

Transcripts were done with AI models upon the consent of the subject. The section in bold represent the interviewer, and normal font is the interviewee. For more details on the transcription purpose, you can check here [unavailable for reviewing reasons]

In addition we have included a detailed codebook used to support qualitative analysis. The codebook provides definitions for each code used. When new codes emerged, these were added to the codebook with appropriate annotation (ex: labelled as new), including a definition and possibly verbatims.

The guiding semi-structured interview and blinded consent form are included. 

For more information, please refer to [unavailable for reviewing reasons]
DOI: 10.5281/zenodo.15676601
title: International data protection requirements interviews

description: This dataset comprises semi-structured interviews conducted with domain experts in data protection and privacy regulations from various jurisdictions. All interviewee have formal legal education or are recognized as experts in the domain (ex: data protection authority, known authors/speakers, PhD, multiple years of practice, certifications). The purpose of the interviews is to identify common and divergent data protection regulatory requirements that impact transborder personal data flows and compliance in multiple systems.

The database includes transcripts of expert interviews that have been made publicly available, upon informed and explicit consent from the participants. By default, all interviews are anonymized to protect the identity of the participants and to reduce potential bias during analysis. Other interviews may be available upon request, and other are kept confidential depending on the participants consent.

The files have been named in the following manner: [COUNTRY OF EXPERTISE]-[Random letters]. This way, when referring to the specific subject, we can identify them this way.

Transcripts were done with AI models upon the consent of the subject. The section in bold represent the interviewer, and normal font is the interviewee. For more details on the transcription purpose, you can check here [unavailable for reviewing reasons]

In addition we have included a detailed codebook used to support qualitative analysis. The codebook provides definitions for each code used. When new codes emerged, these were added to the codebook with appropriate annotation (ex: labelled as new), including a definition and possibly verbatims.

The guiding semi-structured interview and blinded consent form are included. 

For more information, please refer to [unavailable for reviewing reasons]
DOI: 10.15468/dl.cb6xqc
title: Occurrence Download

description: A dataset containing 882 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acupalpus testaceus Dejean, 1829"
 ]
}

 The dataset includes 882 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049144-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3tqpr
title: Occurrence Download

description: A dataset containing 119382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Mammalogy Collection - Royal Ontario Museum"
 ]
}

 The dataset includes 119382 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049135-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rzmv9
title: Occurrence Download

description: A dataset containing 1308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeolus mellillus"
 ]
}

 The dataset includes 1308 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049146-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg42pj
title: Occurrence Download

description: A dataset containing 323197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "Geometry POLYGON((-84.13534 28.28074,-76.58363 28.28074,-76.58363 35.20508,-84.13534 35.20508,-84.13534 28.28074))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset includes 323197 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049136-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7tage
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Merostachys kleinii Send."
 ]
}

 The dataset includes 29 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049147-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.few9j5
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysophyllum januariense Eichler"
 ]
}

 The dataset includes 140 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049148-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wexrc
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Specimen)",
 "Continent is Europe",
 "Geometry POLYGON((13.73 34.702,23.94353 34.702,39.816 34.702,39.816 49.94,21.9865 49.94,13.73 49.94,13.73 34.702))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alburnus macedonicus Karaman, 1928"
 ]
}

 The dataset includes 80 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049149-250525065834625/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.29330036
title: Figshare-01

description: just some silly dog figs
DOI: 10.6084/m9.figshare.29330036.v1
title: Figshare-01

description: just some silly dog figs
DOI: 10.15468/dl.mrfr2z
title: Occurrence Download

description: A dataset containing 205630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trichophorum alpinum (L.) Pers., Corallorhiza trifida Châtel.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 205630 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049139-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00011461
title: 2025 challenge KP BSI

description: Research Proposal: AI-Driven Precision Surveillance of Carbapenem-Resistant Klebsiella pneumoniae Bloodstream Infections – A Critical WHO Priority Pathogen

Carbapenem-resistant Klebsiella pneumoniae bloodstream infections (CR-Kp BSI) represent a paramount global health threat, recently designated by WHO (2024) as a critical priority pathogen due to their alarming mortality rates and rapid global dissemination. Notably, CR-Kp accounts for more than 50% of all carbapenem-resistant Enterobacterales infections, making it the most prevalent and lethal antimicrobial resistance threat in hospital settings worldwide.
Our study addresses this crisis through an innovative AI-powered framework: (1) employing spatiotemporal deep learning to decode CR-Kp BSI transmission dynamics pre/post-COVID-19 across 80+ countries, identifying critical inflection points in resistance trends; (2) developing a real-time risk prediction tool using ensemble machine learning (XGBoost/Transformer models) to flag high-risk patients at admission by integrating 50+ clinical-demographic variables; (3) conducting precision health economic analyses to quantify the catastrophic financial burden (ICU costs, extended hospitalization, and salvage therapy expenses); (4) establishing mortality-associated biomarkers through explainable AI (SHAP analysis) of treatment regimens and host factors; and (5) deploying plasmid-centric genomics to trace resistant gene transmission networks using graph neural networks.
By synergizing WHO’s AMR surveillance guidelines with cutting-edge AI/ML technologies, this research will deliver:
•Actionable early-warning systems for hospital outbreaks
• Cost-effective interventions targeting high-burden settings
• Genomically-informed containment strategies against high-risk plasmids
• A template for AI-enhanced AMR surveillance adaptable to other priority pathogens
Leveraging multinational datasets (ATLAS) representing >500,000 isolates, our approach bridges the critical gap between AMR big data and clinically implementable solutions, directly supporting the WHO Global Action Plan on AMR.
DOI: 10.15468/dl.eekmxs
title: Occurrence Download

description: A dataset containing 33645648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 33645648 records from 4916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049130-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvhk7j
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Columnea tecta J.L.Clark & Clavijo"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153183-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyft7s
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005657-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emyu9t
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.5 -46,-69.5 -46,-69.5 -30,-75.5 -30,-75.5 -46))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lycalopex culpaeus (Molina, 1782)",
 "Year 1906-1975"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012480-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arccp5
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton graomogolensis Barbosa & Carn.-Torres"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153184-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yoszxk
title: Occurrence Download

description: A dataset containing 5666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Primates",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5666 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008065-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6hpwe
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Comanthera elegans (Bong.) L.R.Parra & Giul."
 ]
}

 The dataset includes 63 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008108-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6adkz6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Potamogeton tubulatus Hagstr.)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003157-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsn6oa
title: Occurrence Download

description: A dataset containing 68972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Elodea nuttallii (Planch.) H.St.John",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 68972 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008073-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tu4jpr
title: Occurrence Download

description: A dataset containing 73655 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylotelephium telephium (L.) H.Ohba"
 ]
}

 The dataset includes 73655 records from 460 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238629-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqeuji
title: Occurrence Download

description: A dataset listing the 338 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves de México I"
 ]
}

 The dataset's 338 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011355-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxmnem
title: Occurrence Download

description: A dataset containing 28075 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthriscus caucalis M.Bieb."
 ]
}

 The dataset includes 28075 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238622-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcr92k
title: Occurrence Download

description: A dataset containing 1422 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves de México I"
 ]
}

 The dataset includes 1422 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011354-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjc62x
title: Occurrence Download

description: A dataset containing 2460 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Serenoa Hook.f."
 ]
}

 The dataset includes 2460 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259058-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haxyt7
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cinnagrostis recta (Kunth) P.M.Peterson, Soreng, Romasch. & Barberá"
 ]
}

 The dataset includes 548 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153186-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urzpur
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dimorphandra conjugata (Splitg.) Sandwith"
 ]
}

 The dataset includes 86 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153185-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpfo3v
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2019-2019",
 "TaxonKey is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011358-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.irkpay
title: Occurrence Download

description: A dataset containing 26488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Charadrius vociferus Linnaeus, 1758"
 ]
}

 The dataset includes 26488 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011360-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f9q8e
title: Occurrence Download

description: A dataset containing 26389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agave americana L."
 ]
}

 The dataset includes 26389 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228924-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8ogsq
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tabernaemontana litoralis Kunth"
 ]
}

 The dataset includes 626 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011365-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8k7my
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xarifia imitans Humes, 1985"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134670-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x34oxa
title: Occurrence Download

description: A dataset containing 31988 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailanthus altissima (Mill.) Swingle"
 ]
}

 The dataset includes 31988 records from 394 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005288-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2802365/2345470
title: Data for EMSL Project 51372 from May 2023
DOI: 10.25582/data.2023-05.2802414/2345471
title: Data for EMSL Project 51372 from May 2023
DOI: 10.15468/dl.52kxcp
title: Occurrence Download

description: A dataset containing 7719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Palaquium Blanco"
 ]
}

 The dataset includes 7719 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211648-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n882na
title: Occurrence Download

description: A dataset containing 272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.15_1, CHN.31_1, CHN.1_1, CHN.24_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus monacha Temminck, 1835"
 ]
}

 The dataset includes 272 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016365-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2802529/2345472
title: Data for EMSL Project 51372 from May 2023