cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7916/c0j2-0w55
title:  LDEO 2 MHz Nortek AquaDopp High-Resolution (HR) Pulse-Coherent Velocity Data on the LDEO Terra Nova Bay Mooring, Feb 2017 - Mar 2018
DOI: 10.6084/m9.figshare.30099667
title: Data set for a Validation Study Comparing Cheetah Monitor Cardiac Output to Thermodilution Cardiac Output in Patients with Severe Mitral Regurgitation

description: Monitoring cardiac output (CO) is helpful in the perioperative management of the patient with severe mitral regurgitation (MR). We assessed the accuracy and precision of the Cheetah CO monitor in patients with moderate or severe MR undergoing right and left heart catheterization as part of their pre-operative evaluation for mitral valve surgery. Cheetah CO was obtained concurrently with thermodilution CO (TD CO). Bias data was non-normally distributed; therefore, a non-parametric equivalent to Bland and Altman limits of agreement was used. Additionally, the proportions of differences between the experimental and reference method that were ≤ 0.5 L/min, ≤ 1 L/min, and &gt;1L/min were calculated. Twenty-seven subjects were enrolled and completed the study. The median difference between Cheetah and TD CO measurements was -0.82 L/min, and the 5<sup>th</sup> and 95<sup>th</sup> centiles were -6.05 L/min and 3.25 L/min, respectively. Of all differences, 25.9%, 51.9 %, and 48.1% were ≤ 0.5 L/min, ≤ 1 L/min, and &gt;1 L/min. No proportional bias was present. We conclude that the Cheetah CO measurements in patients with moderate to severe MR cannot be used interchangeably with TD CO due to a large bias and imprecision.
DOI: 10.6084/m9.figshare.30099667.v3
title: Data set for a Validation Study Comparing Cheetah Monitor Cardiac Output to Thermodilution Cardiac Output in Patients with Severe Mitral Regurgitation

description: Monitoring cardiac output (CO) is helpful in the perioperative management of the patient with severe mitral regurgitation (MR). We assessed the accuracy and precision of the Cheetah CO monitor in patients with moderate or severe MR undergoing right and left heart catheterization as part of their pre-operative evaluation for mitral valve surgery. Cheetah CO was obtained concurrently with thermodilution CO (TD CO). Bias data was non-normally distributed; therefore, a non-parametric equivalent to Bland and Altman limits of agreement was used. Additionally, the proportions of differences between the experimental and reference method that were ≤ 0.5 L/min, ≤ 1 L/min, and &gt;1L/min were calculated. Twenty-seven subjects were enrolled and completed the study. The median difference between Cheetah and TD CO measurements was -0.82 L/min, and the 5<sup>th</sup> and 95<sup>th</sup> centiles were -6.05 L/min and 3.25 L/min, respectively. Of all differences, 25.9%, 51.9 %, and 48.1% were ≤ 0.5 L/min, ≤ 1 L/min, and &gt;1 L/min. No proportional bias was present. We conclude that the Cheetah CO measurements in patients with moderate to severe MR cannot be used interchangeably with TD CO due to a large bias and imprecision.
DOI: 10.6084/m9.figshare.30099667.v2
title: A Validation Study Comparing Cheetah Monitor Cardiac Output to Thermodilution Cardiac Output in Patients with Severe Mitral Regurgitation

description: Monitoring cardiac output (CO) is helpful in the perioperative management of the patient with severe mitral regurgitation (MR). We assessed the accuracy and precision of the Cheetah CO monitor in patients with moderate or severe MR undergoing right and left heart catheterization as part of their pre-operative evaluation for mitral valve surgery. Cheetah CO was obtained concurrently with thermodilution CO (TD CO). Bias data was non-normally distributed; therefore, a non-parametric equivalent to Bland and Altman limits of agreement was used. Additionally, the proportions of differences between the experimental and reference method that were ≤ 0.5 L/min, ≤ 1 L/min, and &gt;1L/min were calculated. Twenty-seven subjects were enrolled and completed the study. The median difference between Cheetah and TD CO measurements was -0.82 L/min, and the 5<sup>th</sup> and 95<sup>th</sup> centiles were -6.05 L/min and 3.25 L/min, respectively. Of all differences, 25.9%, 51.9 %, and 48.1% were ≤ 0.5 L/min, ≤ 1 L/min, and &gt;1 L/min. No proportional bias was present. We conclude that the Cheetah CO measurements in patients with moderate to severe MR cannot be used interchangeably with TD CO due to a large bias and imprecision.
DOI: 10.15468/dl.cagwnp
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050872-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4g379
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chusquea parviligulata"
 ]
}

 The dataset includes 32 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050871-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ydsqj
title: Occurrence Download

description: A dataset containing 585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harpephyllum caffrum",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 585 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050873-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4fkbw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "TaxonKey is Eucycliophora",
 "TaxonKey is Asteroidea"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050874-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17065029
title: Replication Data for:  EPA Risk-Screening Environmental Indicators (RSEI), Microdata (disaggregated) 2016
title: RSEI 2016 Disaggregated Microdata

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Microdata, 2016. Original data were downloaded 31 July 2025 from http://abt-rsei.s3-website-us-east-1.amazonaws.com/?prefix=microdata2016/ .  Documentation pdf was downloaded from here: https://www.epa.gov/sites/default/files/2017-01/documents/rsei-documentation-geographic-microdata-v235.pdf .  There is only one file for this 2016 dataset, for the Disaggregated data.  For RSEI Aggregated Microdata 2016, see:  https://sciop.net/uploads/8e7e516005596f7632dca07b68cd15c85589466b
DOI: 10.5281/zenodo.17065030
title: Replication Data for:  EPA Risk-Screening Environmental Indicators (RSEI), Microdata (disaggregated) 2016
title: RSEI 2016 Disaggregated Microdata

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Microdata, 2016. Original data were downloaded 31 July 2025 from http://abt-rsei.s3-website-us-east-1.amazonaws.com/?prefix=microdata2016/ .  Documentation pdf was downloaded from here: https://www.epa.gov/sites/default/files/2017-01/documents/rsei-documentation-geographic-microdata-v235.pdf .  There is only one file for this 2016 dataset, for the Disaggregated data.  For RSEI Aggregated Microdata 2016, see:  https://sciop.net/uploads/8e7e516005596f7632dca07b68cd15c85589466b
DOI: 10.15468/dl.bbnysh
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tylocarcinus styx"
 ]
}

 The dataset includes 263 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050877-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnpvfu
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera laxiflora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 499 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050875-250827131500795/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.30069157
title: Datasets.zip

description: <b>Evaluating Community Driven Public Higher Education in Somalia through community Mobilization Grassroots Leadership and Institutional Capacity</b>Background: The collapse of Somalia's central government in 1991 disrupted state-run higher education. In underserved regions, such as Abudwak, community initiatives have emerged to address the demand for public higher education. Objective: This study investigated the establishment of the Somali National University Galmudug Branch (SNU-Galmudug), formerly known as Galgudud University (GU), through grassroots efforts. It evaluates the roles of community mobilization, local leadership, and participatory governance in the development of regional public higher education in post conflict Somalia. Methods: A mixed-method approach was employed using structured questionnaires. Data were collected from 300 individuals representing diverse stakeholder groups, with some providing optional, open-ended feedback. Additionally, 15 in-depth interviews were conducted with key informants. Quantitative data were analyzed using descriptive statistics in SPSS, whereas qualitative feedback was subjected to thematic analysis. Results: The findings indicated that local leadership, community ownership, and diaspora engagement are crucial in establishing a university. Stakeholders emphasized the importance of grassroots mobilization, while challenges included limitations in infrastructure and academic resources. Conclusion: This institution enhanced educational access, social cohesion, and regional resilience. Community-driven public higher education models can serve as alternatives in fragile contexts by providing pathways for educational inclusion, supported by effective policies and hybrid funding mechanisms.<br><br>
DOI: 10.6084/m9.figshare.30069157.v1
title: Datasets.zip

description: <b>Evaluating Community Driven Public Higher Education in Somalia through community Mobilization Grassroots Leadership and Institutional Capacity</b>Background: The collapse of Somalia's central government in 1991 disrupted state-run higher education. In underserved regions, such as Abudwak, community initiatives have emerged to address the demand for public higher education. Objective: This study investigated the establishment of the Somali National University Galmudug Branch (SNU-Galmudug), formerly known as Galgudud University (GU), through grassroots efforts. It evaluates the roles of community mobilization, local leadership, and participatory governance in the development of regional public higher education in post conflict Somalia. Methods: A mixed-method approach was employed using structured questionnaires. Data were collected from 300 individuals representing diverse stakeholder groups, with some providing optional, open-ended feedback. Additionally, 15 in-depth interviews were conducted with key informants. Quantitative data were analyzed using descriptive statistics in SPSS, whereas qualitative feedback was subjected to thematic analysis. Results: The findings indicated that local leadership, community ownership, and diaspora engagement are crucial in establishing a university. Stakeholders emphasized the importance of grassroots mobilization, while challenges included limitations in infrastructure and academic resources. Conclusion: This institution enhanced educational access, social cohesion, and regional resilience. Community-driven public higher education models can serve as alternatives in fragile contexts by providing pathways for educational inclusion, supported by effective policies and hybrid funding mechanisms.<br><br>
DOI: 10.6084/m9.figshare.30069157.v2
title: Datasets.zip

description: <b>Evaluating Community Driven Public Higher Education in Somalia through community Mobilization Grassroots Leadership and Institutional Capacity</b>Background: The collapse of Somalia's central government in 1991 disrupted state-run higher education. In underserved regions, such as Abudwak, community initiatives have emerged to address the demand for public higher education. Objective: This study investigated the establishment of the Somali National University Galmudug Branch (SNU-Galmudug), formerly known as Galgudud University (GU), through grassroots efforts. It evaluates the roles of community mobilization, local leadership, and participatory governance in the development of regional public higher education in post conflict Somalia. Methods: A mixed-method approach was employed using structured questionnaires. Data were collected from 300 individuals representing diverse stakeholder groups, with some providing optional, open-ended feedback. Additionally, 15 in-depth interviews were conducted with key informants. Quantitative data were analyzed using descriptive statistics in SPSS, whereas qualitative feedback was subjected to thematic analysis. Results: The findings indicated that local leadership, community ownership, and diaspora engagement are crucial in establishing a university. Stakeholders emphasized the importance of grassroots mobilization, while challenges included limitations in infrastructure and academic resources. Conclusion: This institution enhanced educational access, social cohesion, and regional resilience. Community-driven public higher education models can serve as alternatives in fragile contexts by providing pathways for educational inclusion, supported by effective policies and hybrid funding mechanisms.<br><br>
DOI: 10.15468/dl.3r6m62
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Typhlocarcinus nudus"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050879-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgy9zc
title: Occurrence Download

description: A dataset containing 2142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Tabernaemontana donnell-smithii"
 ]
}

 The dataset includes 2142 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050880-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bn35f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tylodiplax tetratylophora"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050878-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtu8u7
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistacia chinensis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 256 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050881-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/zdwr9a
title: “Humanitarian” area in southern Gaza announced today (Sept. 6, 2025) by Israeli army: spatial dataset and analysis

description: This morning (September 6, 2025), the Israeli army spokesman tweeted a new map of a new version of the “Humanitarian Area” in southern Gaza. This designation, which quietly disappeared from IDF usage in January 2025, is declared as the intended destination for Gazans soon to be displaced by the threatened attacks on and evacuation of Gaza City and, potentially, the central camps of Gaza as well. This dataset consists of a spatial dataset (KML file) of this area extracted from the IDF web site, and a contextualization and analysis of this new designation and its shortcomings.
DOI: 10.15468/dl.qyupju
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistacia chinensis",
 "Country is Pakistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050882-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrm77y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atherinella ammophila)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050884-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16954462
title: Replication Data for: EPA Risk-Screening Environmental Indicators (RSEI), current public release V2312_RY2022, Disaggregated Grid Cell (Microdata) 2020 - 2022
title: RSEI 2022 Disaggregated Microdata (2020 - 2022)

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Grid Cell, 2020-2022. 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.16954463
title: Replication Data for: EPA Risk-Screening Environmental Indicators (RSEI), current public release V2312_RY2022, Disaggregated Grid Cell (Microdata) 2020 - 2022
title: RSEI 2022 Disaggregated Microdata (2020 - 2022)

description: Data for United States Environmental Protection Agency (EPA) Risk Screening Environmental Indicators (RSEI) model Disaggregated Grid Cell, 2020-2022. 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.uqsm6w
title: Occurrence Download

description: A dataset containing 5484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistacia chinensis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5484 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050883-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ca9zu
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uca heteropleura"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050886-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kn9kx2
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Tabernaemontana pauli"
 ]
}

 The dataset includes 132 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050887-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkusum
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Typhlocarcinus villosus"
 ]
}

 The dataset includes 57 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050885-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7gpau
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera linanoe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 451 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050888-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14290162
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`.