cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.69xqvd
title: Occurrence Download

description: A dataset listing the 1552 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON (((53.9 12.35, 53.9 12.3, 53.6 12.3, 53.6 12.35, 53.55 12.35, 53.55 12.4, 53.5 12.4, 53.5 12.45, 53.4 12.45, 53.4 12.5, 53.3 12.5, 53.3 12.55, 53.4 12.55, 53.4 12.65, 53.45 12.65, 53.45 12.7, 53.7 12.7, 53.7 12.65, 53.75 12.65, 53.75 12.6, 53.85 12.6, 53.85 12.65, 54.05 12.65, 54.05 12.7, 54.15 12.7, 54.15 12.65, 54.25 12.65, 54.25 12.6, 54.4 12.6, 54.4 12.55, 54.45 12.55, 54.45 12.5, 54.4 12.5, 54.4 12.45, 54.25 12.45, 54.25 12.4, 54.2 12.4, 54.2 12.35, 53.9 12.35)), ((53.25 12.15, 53.3 12.15, 53.3 12.1, 53.25 12.1, 53.25 12.15)), ((53 12.2, 53.05 12.2, 53.05 12.15, 53 12.15, 53 12.2)), ((52.3 12.2, 52.35 12.2, 52.35 12.15, 52.25 12.15, 52.25 12.2, 52.3 12.2)), ((52.1 12.25, 52.15 12.25, 52.15 12.2, 52.1 12.2, 52.1 12.25)))",
 "HasCoordinate is true",
 "Year is less than or equal to 2021",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1552 records were derived from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152550-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jea89e
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum monotropum Sahlin"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007472-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umj6pf
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella festae (Peracca, 1904)"
 ]
}

 The dataset includes 163 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295760-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85dakb
title: Occurrence Download

description: A dataset listing the 159 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Actualización del catálogo de los Equinodermos Recientes de México (Fase III)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Asteroidea"
 ]
}

 The dataset's 159 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053213-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpsgme
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hurdiidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 229 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013227-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwkqdt
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megophrys sangzhiensis Jiang, Ye & Fei, 2008"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295752-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bh4yg
title: Occurrence Download

description: A dataset containing 5727316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year is 2014",
 "Month is March",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "Issue" : [
 "is one of (Taxon match none, Individual count invalid, Individual count conflicts with occurrence status, Presumed swapped coordinate)"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 5727316 records from 573 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138100-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.542u2h
title: Occurrence Download

description: A dataset containing 103272637 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 103272637 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067185-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a777yp
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bertholletia excelsa Bonpl.",
 "Year 2002-2025"
 ]
}

 The dataset includes 114 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067256-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wqqf5
title: Occurrence Download

description: A dataset containing 47124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Chiropotes albinasus (I.Geoffroy Saint-Hilaire & Deville, 1848), Mico munduruku Costa-Araújo, Farias & Hrbek, 2019, Tapirus terrestris (Linnaeus, 1758), Cuniculus paca (Linnaeus, 1766), Ateles marginatus É.Geoffroy Saint-Hilaire, 1809, Plecturocebus moloch (Hoffmannsegg, 1807), Hydrochaeris hydrochaeris (Linnaeus, 1766), Myrmecophaga tridactyla Linnaeus, 1758)"
 ]
}

 The dataset includes 47124 records from 395 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067255-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8195955
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8201101
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.10871215
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.10946676
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.10976224
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.14641896
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8195954
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8247921
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Matheus Colli-Silva, https://orcid.org/0000-0001-7130-3920. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.14219288
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Spencer Le Marchant Moore, http://www.wikidata.org/entity/Q2975984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2975984
DOI: 10.5281/zenodo.14641824
title: MIMIC-IV Lab Events Subset - Preprocessed for Data Normalization Analysis.xlsx
title: Processed Clinical Dataset with Python Analysis Script for CDSS HCI Research

description: This file contains a preprocessed subset of the MIMIC-IV dataset (Medical Information Mart for Intensive Care, Version IV), specifically focusing on laboratory event data related to glucose levels. It has been curated and processed for research on data normalization and integration within Clinical Decision Support Systems (CDSS) to improve Human-Computer Interaction (HCI) elements.

The dataset includes the following key features:



Raw Lab Data: Original values of glucose levels as recorded in the clinical setting.

Normalized Data: Glucose levels transformed into a standardized range for comparison and analysis.

Demographic Information: Includes patient age and gender to support subgroup analyses.


This data has been used to analyze the impact of normalization and integration techniques on improving data accuracy and usability in CDSS environments. The file is provided as part of ongoing research on enhancing clinical decision-making and user interaction in healthcare systems.

Key Applications:



Research on the effects of data normalization on clinical outcomes.

Study of demographic variations in laboratory values to support personalized healthcare.

Exploration of data integration and its role in reducing cognitive load in CDSS.


Data Source:

The data originates from the publicly available MIMIC-IV database, developed and maintained by the Massachusetts Institute of Technology (MIT). Proper ethical guidelines for accessing and preprocessing the dataset have been followed.

File Content:



Filename: MIMIC-IV_LabEvents_Subset_Normalization.xlsx

File Format: Microsoft Excel

Number of Rows: 100 samples for demonstration purposes.

Fields Included: Patient ID, Age, Gender, Raw Glucose Value, Normalized Glucose Value, and additional derived statistics.
DOI: 10.5281/zenodo.14641900
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Spencer Le Marchant Moore, http://www.wikidata.org/entity/Q2975984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2975984
DOI: 10.5281/zenodo.8316532
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Spencer Le Marchant Moore, http://www.wikidata.org/entity/Q2975984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2975984
DOI: 10.5281/zenodo.8316533
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Spencer Le Marchant Moore, http://www.wikidata.org/entity/Q2975984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2975984
DOI: 10.5281/zenodo.14219291
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anthony Hurt Wolley-Dod, http://www.wikidata.org/entity/Q4772772. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4772772
DOI: 10.5281/zenodo.14641901
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anthony Hurt Wolley-Dod, http://www.wikidata.org/entity/Q4772772. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4772772
DOI: 10.5281/zenodo.8035431
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anthony Hurt Wolley-Dod, http://www.wikidata.org/entity/Q4772772. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4772772
DOI: 10.5281/zenodo.8035432
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anthony Hurt Wolley-Dod, http://www.wikidata.org/entity/Q4772772. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4772772
DOI: 10.5281/zenodo.13885707
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by John Firminger Duthie, http://www.wikidata.org/entity/Q11925800. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q11925800
DOI: 10.5281/zenodo.13885708
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by John Firminger Duthie, http://www.wikidata.org/entity/Q11925800. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q11925800
DOI: 10.5281/zenodo.14219296
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by John Firminger Duthie, http://www.wikidata.org/entity/Q11925800. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q11925800
DOI: 10.5281/zenodo.14641902
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by John Firminger Duthie, http://www.wikidata.org/entity/Q11925800. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q11925800
DOI: 10.5281/zenodo.14630974
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Joseph Duval-Jouve, http://www.wikidata.org/entity/Q3066356. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3066356
DOI: 10.5281/zenodo.14630973
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Joseph Duval-Jouve, http://www.wikidata.org/entity/Q3066356. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3066356
DOI: 10.5281/zenodo.14641903
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Joseph Duval-Jouve, http://www.wikidata.org/entity/Q3066356. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3066356
DOI: 10.5281/zenodo.13645781
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emmet Reid Blake, http://www.wikidata.org/entity/Q3724727. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3724727
DOI: 10.5281/zenodo.13738388
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emmet Reid Blake, http://www.wikidata.org/entity/Q3724727. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3724727
DOI: 10.5281/zenodo.13770393
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emmet Reid Blake, http://www.wikidata.org/entity/Q3724727. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3724727
DOI: 10.5281/zenodo.14641907
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emmet Reid Blake, http://www.wikidata.org/entity/Q3724727. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3724727
DOI: 10.15468/dl.txv3ce
title: Occurrence Download

description: A dataset containing 224690 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita muscaria (L.) Lam."
 ]
}

 The dataset includes 224690 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067194-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14641910
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jan Frederik Veldkamp, http://www.wikidata.org/entity/Q4106131. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4106131
DOI: 10.5281/zenodo.8053779
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jan Frederik Veldkamp, http://www.wikidata.org/entity/Q4106131. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4106131
DOI: 10.5281/zenodo.8053780
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jan Frederik Veldkamp, http://www.wikidata.org/entity/Q4106131. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4106131
DOI: 10.15468/dl.4aatpq
title: Occurrence Download

description: A dataset containing 33219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-80.27961 -3.48879,-80.89012 -4.10718,-80.84387 -4.78041,-80.53861 -4.73432,-80.40911 -4.36548,-80.48311 -3.99646,-80.29811 -3.978,-80.19636 -3.7565,-80.27961 -3.48879))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 33219 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067257-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14641915
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Heinrich Laus, http://www.wikidata.org/entity/Q60816867. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q60816867
DOI: 10.5281/zenodo.8162046
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Heinrich Laus, http://www.wikidata.org/entity/Q60816867. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q60816867