cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14290163
title: QUICHE reveals structural definitions of anti-tumor responses in triple negative breast cancer

description: Contains preprocessed single-cell imaging data and metadata for Spain, Stanford, and NeoTRIP TNBC cohorts. `.h5ad` objects can be accessed using the read_h5ad function in anndata. For access to the raw imaging data and cell segmentation masks, see the BioStudies imaging repository under the accession S-BIAD1507 at https://www.ebi.ac.uk/biostudies/bioimages/studies/S-BIAD1507. 



Spain TNBC cohort (spain_preprocessed.h5ad) contains preprocessed MIBI-TOF imaging data of 314 primary TNBC tumors from five medical centers collected from CNIO. De-identified patient-level metadata can be found in `adata.obs`.

Stanford TNBC cohort (stanford_preprocessed.h5ad) contains preprocessed MIBI-TOF imaging data of 142 primary TNBC tumors collected from the Stanford hospital. De-identified patient-level metadata can be found in `adata.obs`.

NeoTRIP TNBC cohort from Ref. (https://doi.org/10.1038/s41586-023-06498-3) (nt_preprocessed.h5ad) was originally downloaded from the Zenodo data repository (https://doi.org/10.5281/zenodo.7990870) and contains 119 baseline samples profiled with imaging mass cytometry. De-identified patient-level metadata can be found in `adata.obs`.
DOI: 10.5281/zenodo.16945037
title: Replication Data for: EPA Risk-Screening Environmental Indicators (RSEI), current public release V2312_RY2022, Disaggregated Grid Cell (Microdata) 2022 - 2022
title: RSEI 2022 Disaggregated Microdata (2022 - 2022)

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Grid Cell, 2022-2022. Original data were downloaded 25 July 2025 from https://gaftp.epa.gov/RSEI/Current_Version/V2312_RY2022/Disaggregated_Grid_Cell/ . Data dictionary (https://www.epa.gov/rsei/ways-get-rsei-results#microdata) included, plus the "Grid Cell Microdata Field Descriptions" included in the FTP site.
DOI: 10.5281/zenodo.16945038
title: Replication Data for: EPA Risk-Screening Environmental Indicators (RSEI), current public release V2312_RY2022, Disaggregated Grid Cell (Microdata) 2022 - 2022
title: RSEI 2022 Disaggregated Microdata (2022 - 2022)

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Grid Cell, 2022-2022. Original data were downloaded 25 July 2025 from https://gaftp.epa.gov/RSEI/Current_Version/V2312_RY2022/Disaggregated_Grid_Cell/ . Data dictionary (https://www.epa.gov/rsei/ways-get-rsei-results#microdata) included, plus the "Grid Cell Microdata Field Descriptions" included in the FTP site.
DOI: 10.15468/dl.79gu8p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uca insignis"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050889-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5n99m
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Thibaudia costaricensis"
 ]
}

 The dataset includes 294 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050892-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxer7j
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Petrejoides"
 ]
}

 The dataset includes 224 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050891-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymh3v7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arius gagora)",
 "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 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050893-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxvg37
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhus glabra",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050895-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quabdr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050894-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.16944115
title: Replication Data for: EPA Risk-Screening Environmental Indicators (RSEI), current public release V2312_RY2022, Disaggregated Grid Cell (Microdata) 2021 - 2022
title: RSEI 2022 Disaggregated Microdata

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Grid Cell, 2021-2022. Original data were downloaded 25 July 2025 from https://gaftp.epa.gov/RSEI/Current_Version/V2312_RY2022/Disaggregated_Grid_Cell/ . Data dictionary (https://www.epa.gov/rsei/ways-get-rsei-results#microdata) included, plus the "Grid Cell Microdata Field Descriptions" included in the FTP site.
DOI: 10.5281/zenodo.16944116
title: Replication Data for: EPA Risk-Screening Environmental Indicators (RSEI), current public release V2312_RY2022, Disaggregated Grid Cell (Microdata) 2021 - 2022
title: RSEI 2022 Disaggregated Microdata

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Grid Cell, 2021-2022. Original data were downloaded 25 July 2025 from https://gaftp.epa.gov/RSEI/Current_Version/V2312_RY2022/Disaggregated_Grid_Cell/ . Data dictionary (https://www.epa.gov/rsei/ways-get-rsei-results#microdata) included, plus the "Grid Cell Microdata Field Descriptions" included in the FTP site.
DOI: 10.15468/dl.h5jzsj
title: Occurrence Download

description: A dataset containing 21266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1933",
 "Year is less than or equal to 1933"
 ]
}

 The dataset includes 21266 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050855-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srwypw
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uca intermedia"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050897-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7914/sn/1e_2013
title: Australia

description: SQSPA is a three arm spiral array. This array was an experimental array designed to enhance weak signals and identify the local character of the wavefield. It consists of 16 trillium compact 120s seismometers and has an array radius of approximately 25 km.
DOI: 10.15468/dl.kxzdhn
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Uca major"
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050898-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umwum9
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uca maracoani"
 ]
}

 The dataset includes 217 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050899-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eszgt9
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera longipes",
 "HasCoordinate is true"
 ]
}

 The dataset includes 390 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050896-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgp7mv
title: Occurrence Download

description: A dataset containing 690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Tillandsia leiboldiana"
 ]
}

 The dataset includes 690 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050900-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbjav3
title: Occurrence Download

description: A dataset containing 113824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Europe, Asia)",
 "DatasetKey is one of (Observation.org, Nature data from around the World, iNaturalist Research-grade Observations, Artportalen, Norwegian Species Observation Service)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "IucnRedListCategory is LC",
 "License is CC-BY 4.0",
 "Month is one of (March, April, May)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (b8323864-602a-4a7d-9127-bb903054e97d, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, d3978a37-635a-4ae3-bb85-7b4d41bc0b88)",
 "TaxonKey is Anas crecca",
 "Year 2000-2023"
 ]
}

 The dataset includes 113824 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050876-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7275/409
title: EFFECTS OF LEAF HERBIVORY ON FLORAL TRAIT CORRELATIONS AND SCENT COMPOSITION IN ASCLEPIAS SYRIACA

description: Flowering plants attract pollinators via traits such as floral scent and morphology, which are often influenced by other interactions like herbivory. However, the effects of herbivory on floral traits may not be consistent across traits, resulting in a breakdown of honest signaling between traits and rewards. We investigated how herbivory affects floral scent and morphology, and alters correlations between traits. In a natural community, we simulated herbivory seven days before flowering on eight Asclepias syriaca (common milkweed) plants by removing half of their foliar tissue and applying a jasmonic acid solution; eight additional plants received a control spray with solvent only and no damage. After treatments, we collected floral volatile organic compound (VOC) emissions (i.e., scent) and measured five floral morphological traits on all plants. We found that simulated herbivory significantly altered VOC composition. Additionally, herbivory increased flower diameter and hood width while decreasing hood height, but had no effect on inflorescence size, measured as flower number or dry mass. Notably, we found that simulated herbivory led to significantly stronger correlations in floral traits, including both flower morphology-VOC correlations and VOC-VOC correlations. This study demonstrates that herbivory induces changes in floral morphological traits and VOC emissions and increases correlations between floral traits. These findings highlight how herbivory can interfere with the floral traits that plants use to signal their pollination partners.
DOI: 10.7914/s75t-0254
title: Bergen Arcs Seismic Experiment

description: The BASE deployment aims to provide broadband seismic data in the area around Bergen, Norway. The deployment is done in two lines across the Bergen Arcs and Hardangerfjord zone. The data will be used for seismic imaging using different techniques as well as improved monitoring of the local seismicity.
DOI: 10.6084/m9.figshare.30099880.v1
title: Requirements AssIstant data

description: Requirements Engineering (RE) plays a critical role in software development, yet traditional elicitation and specification practices remain time-consuming, error-prone, and heavily dependent on human interpretation and documentation. These challenges are intensified in dynamic environments where requirements evolve rapidly, and communication gaps between stakeholders and developers can lead to inconsistencies, rework, and project delays. To help address these issues, we have explored AI technologies and developed RAI (Requirements AssIstant), a multi-agent tool that has an architecture based on Large Language Models (LLMs) and automates key RE activities. We conducted a multiple case study with four organizations from different sectors to assess the effectiveness and feasibility of our proposal. The results suggest that the tool reduced the time and effort for requirements elicitation and documentation — transforming a process that typically takes several days into a workflow completed within minutes — while producing results with high levels of accuracy, relevance, and coverage. These promising results highlight the potential of LLM-based agents to support agile, high-quality, and cost-effective RE.
DOI: 10.15468/dl.nehgeu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron radicans",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050902-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7914/nr48-3x83
title: Pacific Coast Seismic Assessment for Faults and Earthquakes

description: A 5-year program to study earthquake hazards offshore of Canada's Pacific Coast using broadband ocean-bottom seismometers. Data will be collected in a series of approximately 1-year deployments of 25-30 sensors, with the array moving to a different target area each year. The project is supported by an NSERC Alliance grant partnership between the University of British Columbia, Dalhousie University, the University of Victoria, and Natural Resources Canada.

The research enabled by this academic-NRCan partnership will lead to new scientific insights into the ways plate tectonic forces shape the deformation and evolution of faults offshore BC and accurate assessments of seismic, tsunami and submarine landslide hazards in Canadian Pacific territorial waters. This information will be incorporated in future National Seismic Hazard Models by NRCan through its Public Safety Geoscience program. The National Seismic Hazard Model underpins the National Research Council's National Building Code which communicates seismic risk and resistance design requirements to multiple stakeholders (e.g., emergency management planners, provincial regulators, municipal building inspectors, engineers, contractors, architects, community groups) for the benefit of all Canadians, including those living on the west coast.
DOI: 10.15468/dl.jkd8de
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron radicans",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050904-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6efrdn
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pimelodina flavipinnis)",
 "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 149 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050907-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6xjne
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron radicans",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050903-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkth95
title: Occurrence Download

description: A dataset containing 1158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapirus terrestris",
 "Year 1970-2025"
 ]
}

 The dataset includes 1158 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050905-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7914/sn/3f_2020
title: Macquarie Ridge

description: This network is comprised of 15 off-shore broadband ocean bottom seismometers (IGGCAS and AGOS) spanning October 2020 to November 2021 as well as 5 on-shore broadband stations (2020-2022) targeting Macquarie Island and its immediate surroundings.
DOI: 10.7914/sn/3g_2018
title: Marla Line

description: The Marla Line is a high density seismic line across a major crustal boundary in Central Australia. The line is approximately 230km in length with average station spacing of approximately 3.4km.
DOI: 10.7914/21e7-nq54
title: An Open Access Experiment to Seismically Image Galapagos Plume-Ridge Interaction

description: To produce the first mantle seismic view of how mantle plume-ridge interaction really works, an open-access seismic dataset will be collected around the Galapagos system. The experiment and subsequent analyses are designed to address three main scientific questions: (i) At what depths, in what geographic pattern, and by what mechanism does mantle plume material flow northward to the Galapagos Spreading Center and disperse along the ridge? (ii) Do the scale and nature of heterogeneity indicate small-scale, sub-lithospheric convection? and (iii) What is the spatial distribution of melting and volatile release, as well as the associated heterogeneity in composition and rheology due to plume-ridge interaction? The Galapagos system is exceptionally well-suited for such a study given the history of previous investigations of the surface manifestations, the evidence from mantle tomography below the Galapagos Archipelago, and the favorable azimuthal distribution of seismic sources. A large number (53) ocean-bottom, broadband seismometers will be deployed for 15 months in an array spanning the area between the Galapagos Islands and the Western Galapagos Spreading Center. Data from 7 broadband stations on the islands also will be used. The data will undergo initial processing, including ambient noise cross-correlation, and be archived in the IRIS-DMC for immediate public use. Tomography models of isotropic velocity will be produced from body waves, isotropic velocity from the combination of surface waves and ambient noise, as well as radial and azimuthal anisotropy from surface waves. Receiver functions will be analyzed to identify discontinuities related to the lithosphere and melting and shear wave splitting will be used to map anisotropy. Geodynamic models of plume-ridge interaction will be used for hypothesis testing by comparing modeled and observed seismic waveforms, and by using the geodynamic models as a priori information for the tomographic inversions. The project will also substantially advance a broad understanding of mantle plume processes, the asthenosphere, and their interactions with oceanic lithosphere; specifically, the deployment will function as a unit array within the Pacific Array Initiative.
DOI: 10.15468/dl.4mpzsf
title: Occurrence Download

description: A dataset containing 25587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Geometry POLYGON((-85 35,-55 35,-55 49,-85 49,-85 35))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alle alle"
 ]
}

 The dataset includes 25587 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050909-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zar8hc
title: Occurrence Download

description: A dataset containing 1007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Tillandsia punctulata"
 ]
}

 The dataset includes 1007 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050910-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.