cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/niq45c
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Faisan commun 2008 - 2012 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Faisan commun fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2008 et 2012
DOI: 10.15468/dl.mgh9vh
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.0188 22.19913, -108.8688 22.19913, -108.8688 22.34913, -109.0188 22.34913, -109.0188 22.19913))"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041253-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11583/dtu.30106357
title: Data for 'High precision river discharge estimation using UAS-based hydrometry and SWOT-derived WSE'

description: We construct a high-resolution hydraulic model of the Torne River based on UAS-based WPR, RTK in-situ data, and DEM. Then we used SWOT_SP and SWOT_Pixc datasets to calibrate the model. This calibration enables the development of rating curves, allowing river discharge to be estimated solely from satellite altimetry data (e.g., SWOT, Sentinel-3, and ICESat-2).
DOI: 10.11583/dtu.30106357.v2
title: Data for 'High precision river discharge estimation using UAS-based hydrometry and SWOT-derived WSE'

description: We construct a high-resolution hydraulic model of the Torne River based on UAS-based WPR, RTK in-situ data, and DEM. Then we used SWOT_SP and SWOT_Pixc datasets to calibrate the model. This calibration enables the development of rating curves, allowing river discharge to be estimated solely from satellite altimetry data (e.g., SWOT, Sentinel-3, and ICESat-2).
DOI: 10.11583/dtu.30106357.v1
title: Data for 'High precision river discharge estimation using UAS-based hydrometry and SWOT-derived WSE'

description: We construct a high-resolution hydraulic model of the Torne River based on UAS-based WPR, RTK in-situ data, and DEM. Then we used SWOT_SP and SWOT_Pixc datasets to calibrate the model. This calibration enables the development of rating curves, allowing river discharge to be estimated solely from satellite altimetry data (e.g., SWOT, Sentinel-3, and ICESat-2).
DOI: 10.15468/dl.t9d293
title: Occurrence Download

description: A dataset containing 7533 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Channa argus"
 ]
}

 The dataset includes 7533 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041252-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/tqme72
title: Atlas de la flore de Lorraine

description: Atlas communal de la flore de Lorraine - Données produites dans le cadre de la publication en 2006.

Depuis 2007, chaque année, des compléments ont été publiés et ne sont pas encore intégrés à l'INPN.
DOI: 10.15468/dl.gsppzq
title: Occurrence Download

description: A dataset containing 3687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sarocladium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3687 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041255-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a572js
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "AcceptedTaxonKey is Epilobium taiwanianum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041256-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82554/sdl-109.76
title: DT-GEO_SD6-chile

description: Input and output data related to DTC-T1 (i.e. Probabilistic Tsunami Forecasting, PTF) for the Site Demonstrator SD6 (the 2010 Maule earthquake)
DOI: 10.82554/sdl-109
title: DT-GEO_SD6-chile

description: Input and output data related to DTC-T1 (i.e. Probabilistic Tsunami Forecasting, PTF) for the Site Demonstrator SD6 (the 2010 Maule earthquake)
DOI: 10.15468/dl.exkvym
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "AcceptedTaxonKey is Euphrasia nankotaizanensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 118 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041257-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/d6l55o
title: Regroupement d'études et d'inventaires-Données de présence Faune

description: Ce jeu contient des données de présence collectées par le GEREA entre juin 2010 et avril 2014. Une grande partie des données concerne l'avifaune. 
Un dénombrement des individus ainsi qu'un code Atlas relatif au statut de nidification des oiseaux, sont renseignés pour la majorité des observations.
DOI: 10.14459/2025mp1836402
title: A luminescence-based screening platform for lanthanide-binding peptides and proteins

description: Here, we make available all data included in the manuscript "A luminescence-based screening platform for lanthanide-binding peptides and proteins" published in ACS Chemical Biology as raw data files.
DOI: 10.5281/zenodo.17638058
title: FDZS: A Multi-Cohort Colorectal Liver Metastases Dataset for Spatial Transcriptomics and Proteomics Analysis

description: Adjuvant therapy (AT) improves outcomes for colorectal liver metastases (CRLM), yet predicting benefit, especially from adding targeted agents (Cetuximab or Bevacizumab) to chemotherapy, remains challenging. The spatial organization of the tumor microenvironment (TME) influences treatment response, yet its role in CRLM AT efficacy is unclear. We performed imaging mass cytometry (IMC) on 311 regions across tumor core, invasive margin, and peritumor (PT) tissues from 35 AT-treated CRLM patients. Systematic spatial proteomic analysis revealed distinct cholangiocyte-anchored niches within the PT region associated with recurrence-free survival (RFS): an "Immune-Rich" (PIR-Niche) enriched with B cells and CD8+ T cells, and a "Stromal-Metabolic" (PSM-Niche) dominated by CD163+ macrophages and Collagen-I+ stromal cells. The Immune-Stromal Ratio (ISR), a metric quantifying the relative abundance of these two niches, predicted RFS specifically in patients receiving combination therapy (p=0.044). To enhance clinical applicability, we developed SpMap, a deep learning tool inferring the ISR from routine H&E slides. The SpMap-derived ISR significantly predicted RFS in discovery (p=0.036) and independent test (n=95, p=0.023) cohorts, identifying high-ISR patients deriving significant benefit from combination therapy. Integrated spatial and single-cell transcriptomics confirmed distinct cellular compositions and revealed enrichment of angiogenesis pathways in PIR-Niches and mTORC1 signaling in PSM-Niches. Our work explores the spatial architecture within peritumor, captured by the ISR, as a potential predictor of adjuvant combination therapy response in CRLM. Furthermore, SpMap provides a H&E-based tool for patient stratification, while uncovering potential targetable pathways driving niche function.
DOI: 10.5281/zenodo.17638057
title: FDZS: A Multi-Cohort Colorectal Liver Metastases Dataset for Spatial Transcriptomics and Proteomics Analysis

description: Adjuvant therapy (AT) improves outcomes for colorectal liver metastases (CRLM), yet predicting benefit, especially from adding targeted agents (Cetuximab or Bevacizumab) to chemotherapy, remains challenging. The spatial organization of the tumor microenvironment (TME) influences treatment response, yet its role in CRLM AT efficacy is unclear. We performed imaging mass cytometry (IMC) on 311 regions across tumor core, invasive margin, and peritumor (PT) tissues from 35 AT-treated CRLM patients. Systematic spatial proteomic analysis revealed distinct cholangiocyte-anchored niches within the PT region associated with recurrence-free survival (RFS): an "Immune-Rich" (PIR-Niche) enriched with B cells and CD8+ T cells, and a "Stromal-Metabolic" (PSM-Niche) dominated by CD163+ macrophages and Collagen-I+ stromal cells. The Immune-Stromal Ratio (ISR), a metric quantifying the relative abundance of these two niches, predicted RFS specifically in patients receiving combination therapy (p=0.044). To enhance clinical applicability, we developed SpMap, a deep learning tool inferring the ISR from routine H&E slides. The SpMap-derived ISR significantly predicted RFS in discovery (p=0.036) and independent test (n=95, p=0.023) cohorts, identifying high-ISR patients deriving significant benefit from combination therapy. Integrated spatial and single-cell transcriptomics confirmed distinct cellular compositions and revealed enrichment of angiogenesis pathways in PIR-Niches and mTORC1 signaling in PSM-Niches. Our work explores the spatial architecture within peritumor, captured by the ISR, as a potential predictor of adjuvant combination therapy response in CRLM. Furthermore, SpMap provides a H&E-based tool for patient stratification, while uncovering potential targetable pathways driving niche function.
DOI: 10.5281/zenodo.17623606
title: ZebraMap: A Multimodal Structured Dataset for Rare Disease Cases

description: ZebraMap is a multimodal knowledge map designed to consolidate information on rare diseases and convert narrative case evidence into structured, machine-readable data. Utilizing Orphanet as the disease registry, we identified 1,727 rare diseases and established connections to PubMed case reports. A total of 36,131 full-text case report articles were retrieved that satisfied predefined inclusion criteria. Publication metadata, patient demographics, clinical narratives, and associated images were extracted. The final dataset comprises 69,146 structured patient-level case texts and 98,038  clinical photos, all of which are associated with specific patient IDs, disease entries, and publications.
DOI: 10.5281/zenodo.17623607
title: ZebraMap: A Multimodal Structured Dataset for Rare Disease Cases

description: ZebraMap is a multimodal knowledge map designed to consolidate information on rare diseases and convert narrative case evidence into structured, machine-readable data. Utilizing Orphanet as the disease registry, we identified 1,727 rare diseases and established connections to PubMed case reports. A total of 36,131 full-text case report articles were retrieved that satisfied predefined inclusion criteria. Publication metadata, patient demographics, clinical narratives, and associated images were extracted. The final dataset comprises 69,146 structured patient-level case texts and 98,038  clinical photos, all of which are associated with specific patient IDs, disease entries, and publications.
DOI: 10.15468/p0jnj3
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Grive draine 2011 - 2015 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Grive draine fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2011 et 2015
DOI: 10.15468/dl.7yxhyn
title: Occurrence Download

description: A dataset containing 13320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China, Hong Kong)",
 "Geometry POLYGON((47.00659 10.43045,181.60562 10.43045,181.60562 64.22071,47.00659 64.22071,47.00659 10.43045))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Begonia",
 "Year 1768-2025"
 ]
}

 The dataset includes 13320 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041258-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6c3zr7
title: Occurrence Download

description: A dataset containing 40426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40426 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041259-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvac8z
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.8688 22.19913, -108.7188 22.19913, -108.7188 22.34913, -108.8688 22.34913, -108.8688 22.19913))"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041261-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wbsqt
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-17.48311 14.75388,-17.46121 14.75388,-17.46121 14.76251,-17.48311 14.76251,-17.48311 14.75388))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 135 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041260-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ejptq6
title: Réseau Loup - Lynx ONCFS - Lynx 2009 présence Régulière Mailles 10km Réseau Loup-Lynx ONCFS

description: Cartographie de synthèse de la présence détectée du lynx en France métropolitaine par un réseau de correspondants départementaux multipartenaire, formé et piloté par l'ONCFS sur le plan scientifique et technique et géré administrativement au niveau local par les DDT. Ce jeu de donnée ventile la présence de l'espèce en maille européenne 10 km (LAEA) de présence dite occasionnelle vs régulière de l'espèce, sur la base de la récurrence spatiale et la quantité d'indices ou constats d'attaques validés au cours de l'a dernière biennale chevauchante (ex: données recueillies entre le 01/04/2012 et le 31/03/2015 pour l'exercice 2015). Ce jeu de donnée correspond à la présence régulière de l'espèce. Les cartographies correspondant aux mailles européennes peuvent être trouvées sur le site de l'ONCFS http://www.oncfs.gouv.fr/Cartographie-ru4/Le-portail-cartographique-de-donnees-ar291
DOI: 10.5281/zenodo.17636895
title: Fourier Neural Autoencoder with Hyperbolic Feature Mapping for Non-Linear Decomposition of Fluid Flows Dataset

description: Dataset for Fourier Neural Autoencoder with Hyperbolic Feature Mapping for Non-Linear Decomposition of Fluid Flows.Dataset without Ux and Uy in the filename refer to vorticity data.
DOI: 10.5281/zenodo.17636896
title: Fourier Neural Autoencoder with Hyperbolic Feature Mapping for Non-Linear Decomposition of Fluid Flows Dataset

description: Dataset for Fourier Neural Autoencoder with Hyperbolic Feature Mapping for Non-Linear Decomposition of Fluid Flows.Dataset without Ux and Uy in the filename refer to vorticity data.
DOI: 10.15468/dl.6fvqmx
title: Occurrence Download

description: A dataset containing 7748 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Faxonius rusticus"
 ]
}

 The dataset includes 7748 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041262-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/duerer.online.691c2feb46f0f
title: Christus am Kreuz, 186259
DOI: 10.15468/dl.6cnhcn
title: Occurrence Download

description: A dataset containing 10660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epicoccum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10660 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041263-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhcjum
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schizothorax labrosus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042492-250811113504898/datasets/export for details.
DOI: 10.15468/dl.vw8w6y
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042493-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s4zvj
title: Occurrence Download

description: A dataset containing 7524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7524 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042494-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56yy32
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042495-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj8fng
title: Occurrence Download

description: A dataset containing 5314 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-77.3913 -0.51177,-77.27375 -0.51177,-77.27375 -0.40302,-77.3913 -0.40302,-77.3913 -0.51177))"
 ]
}

 The dataset includes 5314 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042496-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/slybd1
title: ED5-EDP

description: ED prediction from molecular structures
DOI: 10.15468/dl.xrm5cb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amblyceps tuberculatum)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042500-250811113504898/datasets/export for details.
DOI: 10.15468/dl.jr9eka
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042503-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bcfg7
title: Occurrence Download

description: A dataset containing 1328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1328 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042501-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42tjf6
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 111 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042502-250811113504898/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.29848571
title: Uploading experimental data for the article

description: All underlying data, including the values behind all means, graphs, and analyzed data points from images
DOI: 10.6084/m9.figshare.29848571.v1
title: Uploading experimental data for the article

description: All underlying data, including the values behind all means, graphs, and analyzed data points from images
DOI: 10.6084/m9.figshare.29848571.v2
title: Uploading experimental data for the article

description: All underlying data, including the values behind all means, graphs, and analyzed data points from images
DOI: 10.5281/zenodo.16937548
title: The Maya Effect Dataset

description: This repository contains the complete dataset, logs, scoring, and replication materials for “The Maya Effect: Garbage In, Gospel Out.” The study evaluates 12 large language models (LLMs) across 10 domains using deliberately impossible quantitative metrics (e.g., “citations per kelvin,” “Pascals per capita”) to probe evidence evaluation. When presented with fabricated metrics, many models generated confident, authoritative analyses instead of refusing, what this work terms the Maya Effect (garbage‑in → gospel‑out).
DOI: 10.5281/zenodo.16937589
title: The Maya Effect Dataset

description: This repository contains the complete dataset, logs, scoring, and replication materials for “The Maya Effect: Garbage In, Gospel Out.” The study evaluates 12 large language models (LLMs) across 10 domains using deliberately impossible quantitative metrics (e.g., “citations per kelvin,” “Pascals per capita”) to probe evidence evaluation. When presented with fabricated metrics, many models generated confident, authoritative analyses instead of refusing, what this work terms the Maya Effect (garbage‑in → gospel‑out).