cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8yikbs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Genética y taxonomía de los robalos (Centropomus spp) del golfo de California, México"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000552-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpyxom
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allophylus chartaceus (Kurz) Radlk.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035715-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auzzbw
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.93262 35.1774,4.87793 35.1774,4.87793 43.20037,-5.93262 43.20037,-5.93262 35.1774))",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydrocotyle verticillata Thunb."
 ]
}

 The dataset includes 47 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033377-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0lmumx
title: Occurrence Download

description: A dataset containing 2109865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is 2006",
 "Month is September",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 2109865 records from 1888 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035721-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amz72h
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Viola odorata L."
 ]
}

 The dataset includes 1046 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138108-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wk65gh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metacolpodes amoenulus (Jedlicka, 1934)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0310116-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpu3dj
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Washingtonia robusta H.Wendl."
 ]
}

 The dataset includes 109 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138137-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkvjj6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Hyphessobrycon catableptus (Durbin, 1909))"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013770-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdqwds
title: Occurrence Download

description: A dataset containing 409923 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Chenopodium album L.)"
 ]
}

 The dataset includes 409923 records from 2638 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013761-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcgwe4
title: Occurrence Download

description: A dataset containing 34090 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((126 52.24306, 135 52.24306, 135 54.20435, 126 54.20435, 126 52.24306))"
 ]
}

 The dataset includes 34090 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031951-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7pcm3
title: Occurrence Download

description: A dataset containing 118097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2010-2018",
 "DatasetKey is ABV - Common breeding birds in Flanders, Belgium",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 118097 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028852-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35nhm4
title: Occurrence Download

description: A dataset containing 39503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus alnobetula (Ehrh.) K.Koch"
 ]
}

 The dataset includes 39503 records from 302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224184-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgymmk
title: Occurrence Download

description: A dataset containing 83412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Calotis R.Br.",
 "TaxonKey is Brachyscome Cass."
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 83412 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028853-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycdb2x
title: Occurrence Download

description: A dataset containing 61613 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-162 54.87204, -155.5522 54.87204, -155.5522 56.16563, -162 56.16563, -162 54.87204))"
 ]
}

 The dataset includes 61613 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031979-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47hfhq
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa arkansana Port. & Coult.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 490 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177805-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ikavre
title: Occurrence Download

description: A dataset containing 878 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anisotes Nees"
 ]
}

 The dataset includes 878 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028855-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25376/hra.25587981
title: fairness_bias.pdf

description:  
<em>Objective: The study aims to investigate whether machine learning-based predictive models for cardiovascular</em>
<em>disease (CVD) risk assessment show equivalent performance across demographic groups (such as race and</em>
<em>gender) and if bias mitigation methods can reduce any bias present in the models. This is important as systematic</em>
<em>bias may be introduced when collecting and preprocessing health data, which could affect the performance of the</em>
<em>models on certain demographic sub-cohorts. The study is to investigate this using electronic health records data</em>
<em>and various machine learning models.</em>
<em>Methods: The study used large de-identified Electronic Health Records data from Vanderbilt University Medical</em>
<em>Center. Machine learning (ML) algorithms including logistic regression, random forest, gradient-boosting trees,</em>
<em>and long short-term memory were applied to build multiple predictive models. Model bias and fairness were</em>
<em>evaluated using equal opportunity difference (EOD, 0 indicates fairness) and disparate impact (DI, 1 indicates</em>
<em>fairness). In our study, we also evaluated the fairness of a non-ML baseline model, the American Heart Association</em>
<em>(AHA) Pooled Cohort Risk Equations (PCEs). Moreover, we compared the performance of three different</em>
<em>de-biasing methods: removing protected attributes (e.g., race and gender), resampling the imbalanced training</em>
<em>dataset by sample size, and resampling by the proportion of people with CVD outcomes.</em>
<em>Results: The study cohort included 109,490 individuals (mean [SD] age 47.4 [14.7] years; 64.5% female; 86.3%</em>
<em>White; 13.7% Black). The experimental results suggested that most ML models had smaller EOD and DI than</em>
<em>PCEs. For ML models, the mean EOD ranged from 􀀀 0.001 to 0.018 and the mean DI ranged from 1.037 to 1.094</em>
<em>across race groups. There was a larger EOD and DI across gender groups, with EOD ranging from 0.131 to 0.136</em>
<em>and DI ranging from 1.535 to 1.587. For debiasing methods, removing protected attributes didn’t significantly</em>
<em>reduced the bias for most ML models. Resampling by sample size also didn’t consistently decrease bias.</em>
<em>Resampling by case proportion reduced the EOD and DI for gender groups but slightly reduced accuracy in many</em>
<em>cases.</em>
<em>Conclusions: Among the VUMC cohort, both PCEs and ML models were biased against women, suggesting the</em>
<em>need to investigate and correct gender disparities</em>
DOI: 10.25376/hra.25587981.v1
title: fairness_bias.pdf

description:  
<em>Objective: The study aims to investigate whether machine learning-based predictive models for cardiovascular</em>
<em>disease (CVD) risk assessment show equivalent performance across demographic groups (such as race and</em>
<em>gender) and if bias mitigation methods can reduce any bias present in the models. This is important as systematic</em>
<em>bias may be introduced when collecting and preprocessing health data, which could affect the performance of the</em>
<em>models on certain demographic sub-cohorts. The study is to investigate this using electronic health records data</em>
<em>and various machine learning models.</em>
<em>Methods: The study used large de-identified Electronic Health Records data from Vanderbilt University Medical</em>
<em>Center. Machine learning (ML) algorithms including logistic regression, random forest, gradient-boosting trees,</em>
<em>and long short-term memory were applied to build multiple predictive models. Model bias and fairness were</em>
<em>evaluated using equal opportunity difference (EOD, 0 indicates fairness) and disparate impact (DI, 1 indicates</em>
<em>fairness). In our study, we also evaluated the fairness of a non-ML baseline model, the American Heart Association</em>
<em>(AHA) Pooled Cohort Risk Equations (PCEs). Moreover, we compared the performance of three different</em>
<em>de-biasing methods: removing protected attributes (e.g., race and gender), resampling the imbalanced training</em>
<em>dataset by sample size, and resampling by the proportion of people with CVD outcomes.</em>
<em>Results: The study cohort included 109,490 individuals (mean [SD] age 47.4 [14.7] years; 64.5% female; 86.3%</em>
<em>White; 13.7% Black). The experimental results suggested that most ML models had smaller EOD and DI than</em>
<em>PCEs. For ML models, the mean EOD ranged from 􀀀 0.001 to 0.018 and the mean DI ranged from 1.037 to 1.094</em>
<em>across race groups. There was a larger EOD and DI across gender groups, with EOD ranging from 0.131 to 0.136</em>
<em>and DI ranging from 1.535 to 1.587. For debiasing methods, removing protected attributes didn’t significantly</em>
<em>reduced the bias for most ML models. Resampling by sample size also didn’t consistently decrease bias.</em>
<em>Resampling by case proportion reduced the EOD and DI for gender groups but slightly reduced accuracy in many</em>
<em>cases.</em>
<em>Conclusions: Among the VUMC cohort, both PCEs and ML models were biased against women, suggesting the</em>
<em>need to investigate and correct gender disparities</em>
DOI: 10.15468/dl.kcnmgz
title: Occurrence Download

description: A dataset containing 1481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calanthe discolor Lindl."
 ]
}

 The dataset includes 1481 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066306-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vagsuc
title: Occurrence Download

description: A dataset containing 1542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Pecari tajacu (Linnaeus, 1758)"
 ]
}

 The dataset includes 1542 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153308-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sedkvj
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Finland",
 "Country is Sweden"
 ]
 },
 "TaxonKey is Dolomedes plantarius (Clerck, 1757)"
 ]
}

 The dataset includes 240 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028856-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5urue
title: Occurrence Download

description: A dataset containing 4512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vallisneria natans (Lour.) H.Hara, Salvinia natans (L.) All.)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 4512 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031996-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68gqhz
title: Occurrence Download

description: A dataset containing 149028 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Namibia",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 149028 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168097-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l0mr6x
title: Occurrence Download

description: A dataset containing 7967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2000-2015",
 "StateProvince is nuevo leon",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 7967 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028858-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt5r97
title: Occurrence Download

description: A dataset containing 2628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is China",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 2628 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031976-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42rzst
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aulosepalum ramentaceum (Lindl.) Garay"
 ]
}

 The dataset includes 43 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145082-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xawrs
title: Occurrence Download

description: A dataset containing 917519 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SEWBReC Birds (South East Wales)"
 ]
}

 The dataset includes 917519 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028858-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v47d8d
title: Occurrence Download

description: A dataset containing 760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydrochoerus hydrochaeris (Linnaeus, 1766)"
 ]
}

 The dataset includes 760 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153311-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u9e6s
title: Occurrence Download

description: A dataset containing 70542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachyramphus cinnamomeus Lawrence, 1861",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 70542 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031953-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dp74xs
title: Occurrence Download

description: A dataset containing 858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa woodsii Lindl.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 858 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177812-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cavlvq
title: Occurrence Download

description: A dataset containing 13810319 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 13810319 records from 2168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028859-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxnzrj
title: Occurrence Download

description: A dataset containing 1999494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-59.70119 -17.54285,-49.8999 -17.54285,-49.8999 -8.63259,-59.70119 -8.63259,-59.70119 -17.54285))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is MATO GROssO"
 ]
}

 The dataset includes 1999494 records from 541 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007212-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw49qe
title: Occurrence Download

description: A dataset containing 114582 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "GadmGid is one of (COL.28.6_2)"
 ]
}

 The dataset includes 114582 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007215-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7keycq
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-8 50,2 50,2 58,-8 58,-8 50))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Andrena cineraria (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 226 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007230-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q74lvn
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia tristis Spring. ex Mart."
 ]
}

 The dataset includes 347 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010840-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5jh3u
title: Occurrence Download

description: A dataset containing 14848 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex divisa Huds."
 ]
}

 The dataset includes 14848 records from 395 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027602-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.