cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18616825
title: CARE – A Governance Reference Framework for Explainable, Reviewable and Appealable Decisions
title: CARE Framework (Public-Good Governance Reference)

description: CARE (Civic Accountability, Review & Explainability) is an open, governance-first reference framework for AI-assisted and automated decision-making systems that affect people directly.

 

As algorithmic and AI-driven systems increasingly influence public administration, welfare decisions, compliance, and access to rights, CARE addresses a critical structural gap: the lack of operational governance that ensures decisions remain explainable, reviewable, and appealable in practice.

 

CARE is not a product, AI model, or software implementation.

It is a technology-agnostic governance architecture that defines the conditions under which decision systems remain legitimate, accountable, and human-centred across sectors and jurisdictions.

 

Core contributions:

- Operational governance for AI-assisted and automated decision systems

- A unified Explainable → Reviewable → Appealable decision chain

- Explicit design for human vulnerability and low-capacity contexts

- Technology-agnostic and sector-independent applicability

- Public, citable reference architecture enabling reuse, scrutiny, and institutional adoption

 

CARE is designed to complement existing regulation (e.g. AI governance, administrative law, digital rights frameworks) by translating high-level principles into practical structural requirements before, during, and after decisions are made.

 

The framework is published openly to support transparency, responsible system design, and the protection of individuals subject to automated or AI-assisted decisions.

 

Author / Originator: Nick Vejle

Status: Public reference framework (open publication)

Intended use: Governance, policy, public sector systems, responsible AI design
DOI: 10.15468/dl.7zwdvw
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeschynanthus obconicus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017300-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.20819.03364
title: Bongolekhon.com -Comprehensive Audit Report
DOI: 10.22002/ad4b0-9cp74
title: Supporting Data for Post-Acquisition Image-Based Localization with Application to the Lunar Trailblazer Mission

description: This dataset includes simulated data and results for the development of IMPPAIL for the Lunar Trailblazer mission, as described in Gauld et al. (2026). 
We include the following:

Data_Thermal.zip: Simulated thermal data used in validating the co-localization algorithm
Results.zip: Final results folder, with all computed data products from the matching process.
Final_Results.csv: Full table of matching results. This is equivalent to the output data from the matching process, with an additional column indicating if a given test case was manually re-designated as an out-of-bounds success. See manuscript for more details.
For detailed descriptions of all products included in this dataset, see our associated GitHub repository. All output products are detailed in the repository README.md file. Both the manuscript and code repository are included here as affiliated works.
DOI: 10.15468/f7wrax
title: Coastal Saltmarsh Monitoring

description: This project was commissioned by the Countryside Council for Wales (CCW) primarily to cover the condition monitoring of the Annex I saltmarsh habitats across four Welsh Special Areas of Conservation (SAC) (see Annex 1 for maps). The two habitats concerned are: Atlantic salt meadows (referred to as ASM) - Annexe I code 1330, and Salicornia and other annuals colonising mud (referred to as 'Salicornia') - Annexe I code 1310. The areas of focus were: Glannau Mon Cors Heli SAC, Pen Llyn a'r Sarnau SAC, Pembrokeshire Marine SAC, and, Carmarthen Bay and Estuaries SAC.
DOI: 10.15468/n8a1o9
title: Freshwater Macrophyte Survey Data

description: The habitat 'H3260 Water Courses of Plain to Submontane Levels with the Ranunculion fluitantis and Callitricho-batrachion Vegetation' (henceforth 'Ranunculion habitat') is listed in Annexe I of the EU Habitat Directive as a habitat of European Importance. Four rivers in Wales, the Afon Gwyrfai, Afon Teifi, River Dee and River Wye are considered of European importance for this habitat type (Joint Nature Conservation Committee (JNCC)’, 2013). A gap analysis of available data has indicated that there is a shortage of recent information on macrophyte community composition and extent in the Teifi and Upper Wye catchments. Therefore, these catchments have formed the focus of this study and data has been collected and analysed from these areas to determine whether the performance indicators for macrophyte community composition and extent for these rivers pass the required standard for extent and quality. This dataset comprises of a survey entered into Recorder 6 which have been packaged for dissemination onto the NBN Atlas.
DOI: 10.15468/dl.94846f
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aechmea melinonii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 165 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017302-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8wcgb
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centrocercus urophasianus urophasianus"
 ]
}

 The dataset includes 315 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017301-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mshjxn
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleroma hospitum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 304 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017303-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/i2eosa
title: National Mammal Atlas Project, online recording

description: Public sightings of mammals in Britain, submitted via an online recording form.
DOI: 10.15468/dl.zrpkep
title: Occurrence Download

description: A dataset containing 1650 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Calgary Herbarium - Lycophytes and Monilophytes"
 ]
}

 The dataset includes 1650 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017304-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.js5th8
title: Occurrence Download

description: A dataset containing 98292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocyurus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 98292 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017258-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6w7ec
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agalmyla chalmersii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017305-260208012135463/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.31334176
title: Supplemental data for: Comprehensive Genetic Rescreening Improves Diagnostic Yield in Congenital Hyperinsulinism

description: Comprehensive Genetic Rescreening Improves Diagnostic Yield in Congenital Hyperinsulinism
DOI: 10.6084/m9.figshare.31334176.v1
title: Supplemental data for: Comprehensive Genetic Rescreening Improves Diagnostic Yield in Congenital Hyperinsulinism

description: Comprehensive Genetic Rescreening Improves Diagnostic Yield in Congenital Hyperinsulinism
DOI: 10.15468/dl.ar4mtz
title: Occurrence Download

description: A dataset containing 916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Coordinate reprojected, Geodetic datum assumed WGS84)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Turpinia insignis, Meliosma alba)"
 ]
}

 The dataset includes 916 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017306-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18635750
title: Multi-source 8-day Composite Remote Sensing and Meteorological Dataset for County-level Soybean Yield Modeling in the U.S. Corn Belt

description: This dataset provides multi-source remote sensing and meteorological variables for county-level soybean yield modeling across the U.S. Corn Belt.

The dataset includes:

8-day composite EVI2 derived from MODIS surface reflectance (MOD09A1)

8-day composite soil moisture(GLDAS 2.2)

8-day cumulative precipitation, and 8-day mean maximum and minimum temperature from Daymet V4

The temporal coverage spans 2008-2023, for Daymet variable is provided as a 46-band tif and MODIS variable is provided as pixel time series in case of extra experiment or anlysis (e.g. ISODATA), and for soil moisture is provided as time series data.
DOI: 10.15468/dl.quda5b
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleroma itatiaiae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 59 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017307-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18635749
title: Multi-source 8-day Composite Remote Sensing and Meteorological Dataset for County-level Soybean Yield Modeling in the U.S. Corn Belt

description: This dataset provides multi-source remote sensing and meteorological variables for county-level soybean yield modeling across the U.S. Corn Belt.

The dataset includes:

8-day composite EVI2 derived from MODIS surface reflectance (MOD09A1)

8-day composite soil moisture(GLDAS 2.2)

8-day cumulative precipitation, and 8-day mean maximum and minimum temperature from Daymet V4

The temporal coverage spans 2008-2023, for Daymet variable is provided as a 46-band tif and MODIS variable is provided as pixel time series in case of extra experiment or anlysis (e.g. ISODATA), and for soil moisture is provided as time series data.
DOI: 10.15468/dl.ktevt6
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aechmea racinae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 60 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017308-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbn6tq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alloplectus calochlamys",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017310-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jr8bg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Billbergia chlorantha",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017312-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgxjqg
title: Occurrence Download

description: A dataset containing 1272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senecio brasiliensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1272 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017311-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdvnqh
title: Occurrence Download

description: A dataset containing 19964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Material sample, Specimen)",
 "Country is Canada",
 "StateProvince is British Columbia",
 "TaxonKey is Megaselia Rondani, 1856"
 ]
}

 The dataset includes 19964 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002492-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112052651
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.mgju72
title: Occurrence Download

description: A dataset containing 413911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758"
 ]
}

 The dataset includes 413911 records from 2206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383717-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id381659.1
title: StrainInfo SI-ID 381659.1

description: StrainInfo dataset 381659 about a strain of Jeotgalibacillus campisalis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381660.1
title: StrainInfo SI-ID 381660.1

description: StrainInfo dataset 381660 about a strain of Jeotgalibacillus campisalis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381661.1
title: StrainInfo SI-ID 381661.1

description: StrainInfo dataset 381661 about a strain of Lactiplantibacillus plantarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381724.1
title: StrainInfo SI-ID 381724.1

description: StrainInfo dataset 381724 about a strain of Leuconostoc pseudomesenteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381725.1
title: StrainInfo SI-ID 381725.1

description: StrainInfo dataset 381725 about a strain of Leuconostoc pseudomesenteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381726.1
title: StrainInfo SI-ID 381726.1

description: StrainInfo dataset 381726 about a strain of Leuconostoc mesenteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381727.1
title: StrainInfo SI-ID 381727.1

description: StrainInfo dataset 381727 about a strain of Leuconostoc mesenteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381821.1
title: StrainInfo SI-ID 381821.1

description: StrainInfo dataset 381821 about a strain of Leuconostoc mesenteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381824.1
title: StrainInfo SI-ID 381824.1

description: StrainInfo dataset 381824 about a strain of Chryseomonas luteola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381825.1
title: StrainInfo SI-ID 381825.1

description: StrainInfo dataset 381825 about a strain of Salinivibrio. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381826.1
title: StrainInfo SI-ID 381826.1

description: StrainInfo dataset 381826 about a strain of Rossellomorea aquimaris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.15vhi7
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castilleja virgata Dombey ex Wedd."
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002040-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id381664.1
title: StrainInfo SI-ID 381664.1

description: StrainInfo dataset 381664 about a strain of Lactococcus garvieae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381665.1
title: StrainInfo SI-ID 381665.1

description: StrainInfo dataset 381665 about a strain of Lactococcus garvieae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381666.1
title: StrainInfo SI-ID 381666.1

description: StrainInfo dataset 381666 about a strain of Lactococcus garvieae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381728.1
title: StrainInfo SI-ID 381728.1

description: StrainInfo dataset 381728 about a strain of Pseudoalteromonas. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381729.1
title: StrainInfo SI-ID 381729.1

description: StrainInfo dataset 381729 about a strain of Pseudoalteromonas haloplanktis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381731.1
title: StrainInfo SI-ID 381731.1

description: StrainInfo dataset 381731 about a strain of Rossellomorea aquimaris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381732.1
title: StrainInfo SI-ID 381732.1

description: StrainInfo dataset 381732 about a strain of Rossellomorea aquimaris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381827.1
title: StrainInfo SI-ID 381827.1

description: StrainInfo dataset 381827 about a strain of Rossellomorea aquimaris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id381828.1
title: StrainInfo SI-ID 381828.1

description: StrainInfo dataset 381828 about a strain of Rossellomorea aquimaris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.