cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14901681
title: Beyond Prompting: Time2Lang - Bridging Time-Series Foundation Models and Large Language Models for Health Sensing

description: The synthetic data to train Time2Lang can be downloaded from here. It consists for 200K samples and 6 periodicity classes.Please refer to the paper for more details.
DOI: 10.15468/dl.2ghxk7
title: Occurrence Download

description: A dataset containing 3752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3752 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003749-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uesrn2
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Danish Lacewings (Neuroptera)"
 ]
}

 The dataset includes 397 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003750-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzbaav
title: Occurrence Download

description: A dataset containing 3752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3752 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p14paghq
title: FLOwPER Database: StreamFLOw PERmanence field observations, Jan 2022 - Dec 2022

description: IMPORTANT NOTE: This dataset includes spatial locations where streamflow permanence observations (continuous flow, discontinuous flow, and dry) were recorded using the FLOwPER (FLOw PERmanence) field survey available in the Survey 123 mobile data collection application. Additional information to describe the field conditions are included as part of the survey. Field observations in the FLOwPER Database have not been processed for quality control including spatial data accuracy or association with a stream network such as the National Hydrography Dataset. Streamflow permanence observations are collected from several governmental and non-governmental organizations on a continuing basis. This data release is formatted as a shapefile that includes streamflow permanence observations with associated information. Photographs associated with FLOwPER data observations are included. The spatial extent of this dataset is the western United States and includes the following states: Oregon, Washington, Idaho, Nevada, Arizona, Utah, Alabama, and Alaska.
DOI: 10.17909/v97n-kh49
title: OGLE-2011-BLG-0462

description: All HST/WFC3 images taken at 11 epochs during 2011-2022.
DOI: 10.34943/e60075f4-cd77-4d31-9110-b9d9de238f47
title: ODP 1027C Circulation Obviation Retrofit Kit Deployed 2011-07-11

description: The CORK P (1027C) was deployed on 2011-07-11 at ODP 1027C. ODP 1027C is a borehole site used to pinpoint an area within Cascadia Basin. This device is a Circulation Obviation Retrofit Kit. Circulation Obviation Retrofit Kit (CORK) instruments seal the top of boreholes, to prevent circulation between the open hole and the ocean bottom water. CORKs monitor subseafloor hydrology by collecting in-situ pressure and temperature measurements from the formation deep below the seafloor. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/80cb35bf-de89-49db-bd6a-36bbb460e4bc
title: ODP 1027C Circulation Obviation Retrofit Kit Deployed 2011-07-11

description: The CORK P (1027C) was deployed on 2011-07-11 at ODP 1027C. ODP 1027C is a borehole site used to pinpoint an area within Cascadia Basin. This device is a Circulation Obviation Retrofit Kit. Circulation Obviation Retrofit Kit (CORK) instruments seal the top of boreholes, to prevent circulation between the open hole and the ocean bottom water. CORKs monitor subseafloor hydrology by collecting in-situ pressure and temperature measurements from the formation deep below the seafloor. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.15468/dl.kr2whe
title: Occurrence Download

description: A dataset containing 3752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3752 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003752-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c33w3z
title: SST_Galeta Channel

description: Sea Surface temperature monitoring in the outflow channel in front of the Galeta Station pierLocation (more exact coordinates available on request): 9.40 -79.85Depth: 3mStatus: Active
DOI: 10.15468/dl.pn6qwc
title: Occurrence Download

description: A dataset containing 12114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cervidae"
 ]
}

 The dataset includes 12114 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003753-250218110819086/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.28452359
title: Data and Code Repository for: <b>Rates of evolution differ between cell types identified by single-cell RNAseq in threespine stickleback</b>

description: Rates of evolutionary change vary by gene. While some broad gene categories are highly conserved with little divergence over time, others undergo continuous selection pressure and are highly divergent. Here, we combine single-cell RNA sequencing (scRNAseq) with evolutionary genomics to understand whether certain cell types exhibit faster evolutionary divergence (using their characteristic genes), than other types of cells. Merging scRNAseq with population genomic data, we show that cell types differ in the rate at which their characteristic genes evolve, as measured by allele frequency divergence among many populations (Fst) and between species (dN/dS ratios). Neutrophils, B cells, and fibroblasts exhibit elevated Fst<sub> </sub>at characteristic genes, while eosinophils in the intestine and thrombocytes in the head kidney exhibit lower Fst<sub> </sub>than the average for 1000 random genes. Gene network centrality also differed between immune- and non immune-associated genes, and closeness centrality was positively related to gene Fst. These results highlight the value of merging single cell RNA sequencing technology with evolutionary population genomic data, and reveal that genes which define immune cell types exhibit especially rapid evolution.
DOI: 10.6084/m9.figshare.28452359.v1
title: Data and Code Repository for: <b>Rates of evolution differ between cell types identified by single-cell RNAseq in threespine stickleback</b>

description: Rates of evolutionary change vary by gene. While some broad gene categories are highly conserved with little divergence over time, others undergo continuous selection pressure and are highly divergent. Here, we combine single-cell RNA sequencing (scRNAseq) with evolutionary genomics to understand whether certain cell types exhibit faster evolutionary divergence (using their characteristic genes), than other types of cells. Merging scRNAseq with population genomic data, we show that cell types differ in the rate at which their characteristic genes evolve, as measured by allele frequency divergence among many populations (Fst) and between species (dN/dS ratios). Neutrophils, B cells, and fibroblasts exhibit elevated Fst<sub> </sub>at characteristic genes, while eosinophils in the intestine and thrombocytes in the head kidney exhibit lower Fst<sub> </sub>than the average for 1000 random genes. Gene network centrality also differed between immune- and non immune-associated genes, and closeness centrality was positively related to gene Fst. These results highlight the value of merging single cell RNA sequencing technology with evolutionary population genomic data, and reveal that genes which define immune cell types exhibit especially rapid evolution.
DOI: 10.15468/dl.fzpqvr
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Danish Lacewings (Neuroptera)"
 ]
}

 The dataset includes 397 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003754-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5pkyj
title: Occurrence Download

description: A dataset containing 3752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3752 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003757-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgfcp6
title: Occurrence Download

description: A dataset listing the 33 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-35.68077 -9.57212,-35.68077 -9.57212,-35.68435 -9.56913,-35.69927 -9.55939,-35.71809 -9.56759,-35.70213 -9.58683,-35.69318 -9.58148,-35.68077 -9.57212))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 33 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003751-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3030z
title: SST_Galeta Reef, Upstream

description: Sea Surface temperature monitoring on the upstream side of the reef in frontof the Galeta Station main buildingLocation: 9.40253 -79.86064Depth: 0.5mStatus: ActiveHistorical Datasets can be located here: https://smithsonian.figshare.com/articles/dataset/SST_Galeta_Reef_Upstream/10068098
DOI: 10.15468/dl.jqfjug
title: Occurrence Download

description: A dataset containing 585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia, Indonesia, Viet Nam)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Otus spilocephalus (Blyth, 1846)"
 ]
}

 The dataset includes 585 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003758-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.347u7y
title: Occurrence Download

description: A dataset containing 3752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3752 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003759-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/8196-e820.83
title: United Kingdom Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - January 2025

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.60635/c3vc8h
title: SST_Galeta Reef, Downstream

description: Sea Surface temperature monitoring on the downstream side of the reef in frontof the Galeta Station main buildingLocation: 9.40336 -79.86036Depth: 0.5mStatus: ActiveHistorical datasets can be located here: https://smithsonian.figshare.com/articles/dataset/SST_Galeta_Reef_Downstream/10068092
DOI: 10.7303/syn53420674.2
title: AMP-AD Diverse Cohorts Raw TMT Proteomics Data
DOI: 10.15468/dl.94ef9q
title: Occurrence Download

description: A dataset containing 684098 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-41.58936 -6.88225,-41.54464 -9.56523,-34.24096 -9.46089,-34.25587 -6.79281,-41.58936 -6.88225))",
 "Geometry POLYGON((-33.40346 -2.78324,-33.32893 -4.60916,-31.38377 -4.63897,-31.41358 -2.79815,-33.40346 -2.78324))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 684098 records from 692 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003727-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17059261
title: Data sharing of: The effects of magmatic recharge on primary lunar melt compositions: Implications for the water and other volatile budget of the Moon

description: Data sharing of: The effects of magmatic recharge on primary lunar melt compositions: Implications for the water and other volatile budget of the Moon
DOI: 10.5281/zenodo.18111913
title: Data sharing of: The effects of magmatic recharge on primary lunar melt compositions: Implications for the water and other volatile budget of the Moon

description: Data sharing of: The effects of magmatic recharge on primary lunar melt compositions: Implications for the water and other volatile budget of the Moon
DOI: 10.6084/m9.figshare.30983203
title: Bristolian Change Ringing Interview 110225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 11/02/25, anonymised.
DOI: 10.6084/m9.figshare.30983203.v1
title: Bristolian Change Ringing Interview 110225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 11/02/25, anonymised.
DOI: 10.15468/dl.t8ncf4
title: Occurrence Download

description: A dataset containing 2229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolitantides orion",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 2229 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070049-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14358119
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.30983206.v1
title: Bristolian Change Ringing Interview 120225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 12/02/25, anonymised.
DOI: 10.6084/m9.figshare.30983206
title: Bristolian Change Ringing Interview 120225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 12/02/25, anonymised.
DOI: 10.15468/dl.g8zjs4
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudophilotes vicrama",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 42 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070050-251120083545085/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.30983209
title: Bristolian Change Ringing Interview 200225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 20/02/25, anonymised.
DOI: 10.6084/m9.figshare.30983209.v1
title: Bristolian Change Ringing Interview 200225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 20/02/25, anonymised.
DOI: 10.15468/dl.e4ax7e
title: Occurrence Download

description: A dataset containing 5949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudophilotes baton",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 5949 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070052-251120083545085/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.30983212
title: Bristolian Change Ringing Interview 210225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 21/02/25, anonymised.
DOI: 10.6084/m9.figshare.30983212.v1
title: Bristolian Change Ringing Interview 210225 Anonymised Transcript

description: This is a transcript of an interview with a member of the University of Bristol Society of Change Ringers on 21/02/25, anonymised.
DOI: 10.15468/dl.r8b9fp
title: Occurrence Download

description: A dataset containing 6456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glaucopsyche alexis",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 6456 records from 281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070053-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18111903
title: Knowledge and awareness of Performance Metrics in Dental Image Analysis: A Cross-Sectional Survey of Researchers and Clinicians

description: This cross-sectional, questionnaire-based survey initially recruited participants (n = 100) from the WHO-ITU-WIPO Global Initiative on AI for Health Topic Group – Oral Health and affiliated professional networks primarily across Europe and Asia. An online self-administered questionnaire evaluated theoretical knowledge and applied knowledge. Participants also reported basic demographics and their confidence in using different metrics.
DOI: 10.5281/zenodo.18111904
title: Knowledge and awareness of Performance Metrics in Dental Image Analysis: A Cross-Sectional Survey of Researchers and Clinicians

description: This cross-sectional, questionnaire-based survey initially recruited participants (n = 100) from the WHO-ITU-WIPO Global Initiative on AI for Health Topic Group – Oral Health and affiliated professional networks primarily across Europe and Asia. An online self-administered questionnaire evaluated theoretical knowledge and applied knowledge. Participants also reported basic demographics and their confidence in using different metrics.
DOI: 10.5281/zenodo.18108528
title: Data and Code for: Diffusion-Regularized PINNs for Poisson Inverse Source Reconstruction of Charge Dynamics from Noisy Potential Measurements

description: This repository contains trained model weights, and result data for the paper "Diffusion-Regularized PINNs for Poisson Inverse Source Reconstruction of Charge Dynamics from Noisy Potential Measurements."

Contents:- Trained model weights (.pkl)- Evaluation results for 1D sinusoidal, 1D Gaussian, and 2D sinusoidal cases- Figure generation code

Requirements: Python 3.12, TensorFlow 2.19, DeepXDE 1.14.0
DOI: 10.5281/zenodo.18108529
title: Data and Code for: Diffusion-Regularized PINNs for Poisson Inverse Source Reconstruction of Charge Dynamics from Noisy Potential Measurements

description: This repository contains trained model weights, and result data for the paper "Diffusion-Regularized PINNs for Poisson Inverse Source Reconstruction of Charge Dynamics from Noisy Potential Measurements."

Contents:- Trained model weights (.pkl)- Evaluation results for 1D sinusoidal, 1D Gaussian, and 2D sinusoidal cases- Figure generation code

Requirements: Python 3.12, TensorFlow 2.19, DeepXDE 1.14.0
DOI: 10.5281/zenodo.18102556
title: PSC GWAS sumstat/snpinfo Phase 1-5 Part 4

description: PSC derived GWAS sumstat + snpinfo Phase 1-5 (Part 4)
DOI: 10.5281/zenodo.18102552
title: PSC GWAS sumstat/snpinfo Phase 1-5 Part 4

description: PSC derived GWAS sumstat + snpinfo Phase 1-5 (Part 4)
DOI: 10.5281/zenodo.18102563
title: PSC GWAS sumstat/snpinfo Phase 1-5 Part 7

description: PSC derived GWAS sumstat + snpinfo Phase 1-5 (Part 7)
DOI: 10.5281/zenodo.18102571
title: PSC GWAS sumstat/snpinfo Phase 1-5 Part 7

description: PSC derived GWAS sumstat + snpinfo Phase 1-5 (Part 7)
DOI: 10.5281/zenodo.10895213
title: SCimilarity Human Tissue Atlases

description: SCimilarity is a unifying representation of single-cell expression profiles that quantifies similarity between expression states and generalizes to represent new studies without additional training. This enables a novel cell search capability, which sifts through millions of profiles to find cells similar to a query cell state and allows researchers to quickly and systematically leverage massive public scRNA-seq atlases to learn about a cell state of interest.

This repository provided the SCimilarity reference database of human in vivo scRNA-seq tissue data. This reference is provided as a collection of compressed h5ad files for 30 human organ systems and tissues, with their processed metadata and SCimilarity embedding.

This collection was prepared using v1.1 of the SCimilarity model and v0.4.0 of the SCimilarity API.

For questions about data availability and terms of use contact Graham Heimberg (heimberg@gene.com) and Jason Vander Heiden (vandej27@gene.com).