cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18521370
title: State and Territorial Firefighter Cancer Presumption and Benefit Structures in the United States (2026 Dataset)

description: This dataset provides a comprehensive, jurisdiction‑level reference of firefighter cancer presumption laws and related benefit programs across all 50 U.S. states, the District of Columbia, and U.S. territories. It catalogs statutory presumption systems, hybrid programs, cancer‑specific benefit structures, and eligibility frameworks as they existed on February 7, 2026, creating a unified national snapshot of how firefighter occupational cancer is recognized and compensated within diverse legal systems.

The dataset includes detailed variables describing:



Presumption types (statutory presumption, hybrid systems, benefit programs, mandatory insurance structures).

Eligibility definitions for full‑time, part‑time, volunteer, paid‑on‑call, contract, and industrial/private‑sector firefighters (including formal coding of industrial inclusion/exclusion, a rarely documented dimension in national datasets).

Service requirements, baseline medical exam conditions, carcinogen exposure criteria, and cancer‑specific timelines.

Enumerated cancer lists for each jurisdiction, including jurisdictions that recognize broad cancer categories or “any cancer” presumptions.

Statutory citations, links to primary sources, and verification dates for each entry.

Detailed notes capturing statutory interpretation issues, dual‑status clauses, conditional eligibility, and administrative nuances that affect how presumptions are applied.


This dataset was compiled through systematic review of state statutes, workers’ compensation laws, firefighter benefit program documents, and state agency guidance. Each jurisdiction’s entry includes coding decisions based on explicit statutory language, with ambiguous cases resolved through documented interpretive rules. Data were validated individually, with each row containing a Date Verified field to support transparent versioning and reproducibility.

Intended users of this dataset include



Researchers studying occupational cancer, firefighter health outcomes, or state‑level policy disparities

Fire service leaders, training officers, and labor organizations seeking clarity on cancer coverage and eligibility

Legal scholars and policymakers evaluating statutory gaps or inequities

Industrial fire brigades assessing whether private‑sector firefighters receive statutory protections

Public health professionals conducting cancer‑risk analyses and exposure studies


This dataset is designed to be FAIR, fully citable, and adaptable for: comparative policy analysis, epidemiological modeling, statutory coverage gap assessment, and documentation of longitudinal statutory changes. Future versions may incorporate legislative updates, expanded variable sets, or deeper coding of carcinogen‑specific exposure criteria.
DOI: 10.15468/dl.ym79mr
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thelocarpon intermediellum",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013240-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245221
title: Facility-Level Minimum Data Set Frequency

description: The Facility-Level Minimum Data Set (MDS) Frequency dataset provides information for active nursing home residents on topics, such as race/ethnicity, age, or marital status; discharge dispositions; hearing, speech, and vision; cognitive patterns; mood; functional abilities and goals; bladder and bowel; active diagnoses; health conditions; swallowing/nutritional status; oral/dental status; skin conditions; medications; special treatments, procedures, and programs; restraints and alarms; and participation in assessment and goal setting.<br><br>This data is gathered from the resident's MDS assessment record. The MDS assessment information for each active nursing home resident is consolidated to create a profile of the most recent standard information for the resident. For more information, please see the Facility-Level Minimum Data Set Frequency Methodology below.
DOI: 10.3886/e245221v1
title: Facility-Level Minimum Data Set Frequency

description: The Facility-Level Minimum Data Set (MDS) Frequency dataset provides information for active nursing home residents on topics, such as race/ethnicity, age, or marital status; discharge dispositions; hearing, speech, and vision; cognitive patterns; mood; functional abilities and goals; bladder and bowel; active diagnoses; health conditions; swallowing/nutritional status; oral/dental status; skin conditions; medications; special treatments, procedures, and programs; restraints and alarms; and participation in assessment and goal setting.<br><br>This data is gathered from the resident's MDS assessment record. The MDS assessment information for each active nursing home resident is consolidated to create a profile of the most recent standard information for the resident. For more information, please see the Facility-Level Minimum Data Set Frequency Methodology below.
DOI: 10.5281/zenodo.18626488
title: Spectral dataset
DOI: 10.5281/zenodo.18626489
title: Spectral dataset
DOI: 10.15468/dl.j5z5uy
title: Occurrence Download

description: A dataset containing 1820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apeiba membranacea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1820 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013241-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77c8nj
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crawfurdia campanulacea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 118 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013242-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8mxfq
title: Occurrence Download

description: A dataset containing 2160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cajanus scarabaeoides",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2160 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013243-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7rcsu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichomycterus megantoni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013244-260208012135463/datasets/export for details.
DOI: 10.15468/dl.bdm5vj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vezdaea retigera",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013247-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ran9v6
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Enneapogon asperatus"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013246-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhjtc8
title: Occurrence Download

description: A dataset containing 1807865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((-129.71 41.8,-111.17 41.8,-111.17 46.52,-129.71 46.52,-129.71 41.8))",
 "HasCoordinate is true",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1807865 records from 415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013101-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbbaja
title: Occurrence Download

description: A dataset containing 2717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-73.61479 42.31023,-70.5561 42.34257,-70.5561 45.1835,-73.46414 45.1835,-73.61479 42.31023))",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus",
 "Year 1901-2026"
 ]
}

 The dataset includes 2717 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013249-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yq6bq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vezdaea leprosa",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013251-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq2std
title: Occurrence Download

description: A dataset containing 4964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apeiba tibourbou",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4964 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013250-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmr7at
title: Occurrence Download

description: A dataset containing 592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eustoma russellianum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 592 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013252-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw4n3w
title: Occurrence Download

description: A dataset containing 53379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Saint Vincent and the Grenadines, Grenada)"
 ]
}

 The dataset includes 53379 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040767-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/24863
title: Chandra X-ray Observatory ObsId 24863

description: The Variable Narrow Fe Kalpha Line Origin in MCG-5-23-16
DOI: 10.25574/24864
title: Chandra X-ray Observatory ObsId 24864

description: The Variable Narrow Fe Kalpha Line Origin in MCG-5-23-16
DOI: 10.15468/dl.cjphmm
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis geminata",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 334 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040785-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.926h9j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis geminata",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040786-250717081556266/datasets/export for details.
DOI: 10.15468/dl.vnkae6
title: Occurrence Download

description: A dataset containing 472036 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Northeast Fisheries Science Center Bottom Trawl Survey Data"
 ]
}

 The dataset includes 472036 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040776-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vztur
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zinnia elegans",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040788-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k84tjv
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphoricarpos chenaultii",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 466 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040790-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc74se
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Moxostoma robustum)",
 "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 130 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040789-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bxx5y
title: Occurrence Download

description: A dataset containing 5805 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thymelaea tartonraira"
 ]
}

 The dataset includes 5805 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040787-250717081556266/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.29640527
title: Ghub_Project_Poster_Briner-Tulenko-Patra

description: The poster describes the Ghub Project
DOI: 10.6084/m9.figshare.29640527.v1
title: Ghub_Project_Poster_Briner-Tulenko-Patra

description: The poster describes the Ghub Project
DOI: 10.6084/m9.figshare.29640539
title: IgG Ab for CVOID19 去識別化.xlsx

description: COVID-19 antibody of Kidney diseases
DOI: 10.6084/m9.figshare.29640539.v1
title: IgG Ab for CVOID19 去識別化.xlsx

description: COVID-19 antibody of Kidney diseases
DOI: 10.15468/dl.mt5eh5
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cylindropuntia fulgida",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040792-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymj8dp
title: Occurrence Download

description: A dataset containing 53379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Saint Vincent and the Grenadines, Grenada)"
 ]
}

 The dataset includes 53379 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040778-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16414449
title: Laboratory PIV Dataset for Tidal Dune Hydrodynamics – MorphoDunes Project

description: This dataset contains high-resolution Particle Image Velocimetry (PIV) measurements of turbulent flow fields over fixed low-angle compound dunes subjected to reversing currents, produced as part of the MorphoDunes research project. The experiments were designed to study hydrodynamics and turbulence over tidal dune configurations representative of large-scale field dunes observed in macrotidal environments (e.g., the Goulet de Brest in Western Brittany, France).

The dataset includes time-resolved 2D velocity fields (streamwise and vertical components) for four experimental runs with varying flow conditions and bed roughness:





Ebb Spring Low-Rough – Exp1




Ebb Spring High-Rough – Exp2




Ebb Neap High-Rough – Exp3




Flood Spring High-Rough – Exp4



Each file contains processed PIV velocity data, grid information, and experimental parameters (e.g., flow direction, bulk velocity). These data were produced and analysed in the associated publication: "PIV measurements of turbulent water flows over fixed low-angle compound dunes under reversing currents" (JGR: Oceans, under second review).

Potential Applications:The dataset provides a benchmark for the validation of hydrodynamic models of dune flows, as well as for the study of flow separation, turbulence production, and hydraulic roughness over tidal dune fields.

Funding:This dataset was produced within the framework of the MorphoDunes Project, supported by SHOM, the French Navy Hydrographic and Oceanographic Service.

Citation:If you use these data, please cite the dataset as:Porcile, G., Mouazé, D., Weill, P., Gangloff, A., & Bennis, A.C. (2025). Laboratory PIV dataset for tidal dune hydrodynamics – MorphoDunes Project. Zenodo. [10.5281/zenodo.16414450]
DOI: 10.5281/zenodo.16414450
title: Laboratory PIV Dataset for Tidal Dune Hydrodynamics – MorphoDunes Project

description: This dataset contains high-resolution Particle Image Velocimetry (PIV) measurements of turbulent flow fields over fixed low-angle compound dunes subjected to reversing currents, produced as part of the MorphoDunes research project. The experiments were designed to study hydrodynamics and turbulence over tidal dune configurations representative of large-scale field dunes observed in macrotidal environments (e.g., the Goulet de Brest in Western Brittany, France).

The dataset includes time-resolved 2D velocity fields (streamwise and vertical components) for four experimental runs with varying flow conditions and bed roughness:





Ebb Spring Low-Rough – Exp1




Ebb Spring High-Rough – Exp2




Ebb Neap High-Rough – Exp3




Flood Spring High-Rough – Exp4



Each file contains processed PIV velocity data, grid information, and experimental parameters (e.g., flow direction, bulk velocity). These data were produced and analysed in the associated publication: "PIV measurements of turbulent water flows over fixed low-angle compound dunes under reversing currents" (JGR: Oceans, under second review).

Potential Applications:The dataset provides a benchmark for the validation of hydrodynamic models of dune flows, as well as for the study of flow separation, turbulence production, and hydraulic roughness over tidal dune fields.

Funding:This dataset was produced within the framework of the MorphoDunes Project, supported by SHOM, the French Navy Hydrographic and Oceanographic Service.

Citation:If you use these data, please cite the dataset as:Porcile, G., Mouazé, D., Weill, P., Gangloff, A., & Bennis, A.C. (2025). Laboratory PIV dataset for tidal dune hydrodynamics – MorphoDunes Project. Zenodo. [10.5281/zenodo.16414450]
DOI: 10.15468/dl.eew3ra
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040793-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdfz62
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040795-250717081556266/datasets/export for details.