cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ssv54n
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Salvinia ×molesta D.S.Mitch."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259873-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pk8pdw
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum sitiens I.M.Johnst."
 ]
}

 The dataset includes 113 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136902-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shq8ea
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-78.8532998999999961 42.9585325999999981, -78.8532998999999961 42.9593661600000019, -78.8532998999999961 42.9604270499999998, -78.8532998999999961 42.9618668299999982, -78.8532998999999961 42.9627003900000020, -78.8532998999999961 42.9637612799999999, -78.8532998999999961 42.9648221699999979, -78.8532998999999961 42.9661103999999980, -78.8513310099999956 42.9661103999999980, -78.8492107200000021 42.9661103999999980, -78.8479234100000070 42.9661103999999980, -78.8459545700000035 42.9661103999999980, -78.8442886299999941 42.9661103999999980, -78.8431527599999953 42.9661103999999980, -78.8411839299999997 42.9661103999999980, -78.8393665400000003 42.9661103999999980, -78.8383063899999996 42.9661103999999980, -78.8369433000000015 42.9661103999999980, -78.8369433000000015 42.9644432799999976, -78.8369433000000015 42.9629277200000033, -78.8369433000000015 42.9614879399999978, -78.8369433000000015 42.9597450500000022, -78.8369433000000015 42.9585325999999981, -78.8392150899999962 42.9585325999999981, -78.8413353699999959 42.9585325999999981, -78.8433799400000055 42.9585325999999981, -78.8444400799999983 42.9585325999999981, -78.8467118100000022 42.9585325999999981, -78.8483777499999974 42.9585325999999981, -78.8494378999999981 42.9585325999999981, -78.8508766599999973 42.9585325999999981, -78.8520882499999942 42.9585325999999981, -78.8532998999999961 42.9585325999999981))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 50 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095111-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf3e49
title: Occurrence Download

description: A dataset containing 6686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erebia manto Esper, 1777)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 6686 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240194-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku43n4
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apalis bamendae Bannerman, 1922"
 ]
}

 The dataset includes 142 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0395022-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtxz75
title: Occurrence Download

description: A dataset containing 4367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum anguivi Lam."
 ]
}

 The dataset includes 4367 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136916-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrr45u
title: Occurrence Download

description: A dataset containing 2205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drosophila suzukii (Matsumura, 1931)"
 ]
}

 The dataset includes 2205 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0333526-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9f7p8
title: Occurrence Download

description: A dataset containing 1832301 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Flaveria Juss.",
 "TaxonKey is Tecticornia Hook.f.",
 "TaxonKey is Suaeda Scop.",
 "TaxonKey is Schizachyrium Nees",
 "TaxonKey is Rhynchospora Vahl",
 "TaxonKey is Panicum L.",
 "TaxonKey is Leptochloa P.Beauv.",
 "TaxonKey is Heliotropium L.",
 "TaxonKey is Cyperus L.",
 "TaxonKey is Atriplex L.",
 "TaxonKey is Euphorbia L.",
 "TaxonKey is Alternanthera Forssk."
 ]
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 1832301 records from 1788 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121254-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7281/t1/yofr1e
title: Data associated with 'Development of the Consumer Attitudes Towards Healthcare Scale'

description: Data supporting construction of a scale entitled the &lt;i&gt;Consumerist Attitudes in Healthcare Scale.&lt;/i&gt; We used a literature-informed strategy to develop the Consumerist Attitudes towards Healthcare Scale, drawing items from related scales if these items represented the construct of consumerism. We conducted a targeted literature search to identify conceptual models that describe the patient as a consumer of healthcare. We also identified existing scales and questionnaires as a supply of items for inclusion. From the identified literature, we extracted a list of attitudes, preferences, and expectations for inclusion in our initial survey. We surveyed a nationally representative US population with a 45 item questionnaire that used 5-point Likert responses to assess consumeristic attitudes. We generated a polychoric correlation matrix and did exploratory factor analysis using a principal components solution. We sent the resulting scale to additional respondents twice for repeatability testing. We then surveyed a new nationally representative population with this consumeristic attitudes scale plus 2 additional existent scales for testing of concordance and discordance. 
The confirmatory factor analysis on the new results was very similar to the initial survey results supporting a 3-factor, 11 item scale. The three factors might best be described as 1) feeling self-efficacious in health care interactions; 2) preferring to be the decision maker; 3) expressing confidence in knowledge about the health care system. On a five point scale (with 1 being most consumeristic), the respondents had mean score of 1.9 (SD 0.53).The scale was correlated modestly with the Medical Maximizer/Minimizer Scale (rho=0.25, p&lt;0.0001) and was not correlated with the Attitudes toward Technology Scale (rho=0.07, p=0.17), which is what we anticipated. The Cronbach’s alpha for the full scale was 0.84. Exploratory subgroup analysis suggested that younger patients have the least consumeristic attitudes.
DOI: 10.15468/dl.9z8hv7
title: Occurrence Download

description: A dataset containing 13065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-76.95493 20.50449,-46.21766 47.51236,-64.7576 73.38574,-135.01421 75.10613,-160.87255 73.66248,-175.99724 64.38327,-174.53356 48.49167,-159.89676 27.19273,-167.21516 6.79186,-96.41354 4.30375,-81.77675 -2.03439,-92.0225 9.62897,-76.95493 20.50449))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vespa"
 ]
}

 The dataset includes 13065 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059250-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8yy45
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anomalodiscus squamosus, Anomalocardia squamosa, Chione squamosa, Cytherea squamosa, Venus roemeri, Venus squamosa)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 284 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059252-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drh7f9
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tournefortia gnaphalodes"
 ]
}

 The dataset includes 319 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059253-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjq6wt
title: Occurrence Download

description: A dataset containing 16674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Etheostoma flabellare"
 ]
}

 The dataset includes 16674 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059254-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14215877
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17980481
title: Dataset for case study in "Extending the causal inference toolkit for ecologists: A visualization method of indirect effects"

description:  



Extending the causal inference toolkit for ecologists: A visualization method of indirect effects


Allen Bush-Beaupré1, Simon Coroller-Chouraki1, Marc Bélisle1,2

1Université de Sherbrooke, Département de biologie, Sherbrooke, Canada2Centre d’étude de la forêt (CÉF)

Allen Bush-Beaupré: allen.bush-beaupre@usherbrooke.ca | ORCID: 0000-0001-6989-9278

Much ecological research focuses on how a given variable can affect another either directly or indirectly through the effect of one or more intervening variables in the context of causal inference and network analyses. Various methods to quantify the magnitude of these effects are available but are difficult to interpret in a meaningful way. We propose a method of visualizing indirect effects by means of plotting model predictions of an outcome in the presence of exposure and mediator variables. We demonstrate the method through simulations and apply them to a real-world example involving Tree Swallows (Tachycineta bicolor) and their obligatory hematophagous ectoparasites, Protocalliphora spp. bird blowflies. The simple procedure using commonplace software should prove instrumental to visualize and interpret relationships among variables involved in ecological mechanisms and can be seamlessly integrated to analysts’ workflows.

Check out Bush-Beaupré's website !!

The dataset, list of variables and their definitions concerning the Case Study are now available below ! ↓
DOI: 10.15468/dl.p5hfhy
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.01129 41.1078,13.92782 41.11998,13.91942 41.62907,12.99573 41.61667,13.01129 41.1078))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lasiommata megera",
 "Year 1990-2025"
 ]
}

 The dataset includes 45 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059257-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30359437
title: Scientific production in the era of large language models

description: Author identifiers were anonymized using hashed to protect privacy. In addition, small random noise was added to the writing-complexity measures to prevent potential re-identification. These modifications do not affect the substantive patterns or conclusions of the analysis.See <i>Kusumegi et al.</i> (2025), <i>Scientific production in the era of large language models</i>, <i>Science</i> 390, 1240–1243, https://www.science.org/doi/10.1126/science.adw3000 for full details.
DOI: 10.6084/m9.figshare.30359437.v1
title: Scientific production in the era of Large Language Models

description: empty abstract
DOI: 10.6084/m9.figshare.30359437.v2
title: Scientific production in the era of large language models

description: Author identifiers were anonymized using hashed to protect privacy. In addition, small random noise was added to the writing-complexity measures to prevent potential re-identification. These modifications do not affect the substantive patterns or conclusions of the analysis.See <i>Kusumegi et al.</i> (2025), <i>Scientific production in the era of large language models</i>, <i>Science</i> 390, 1240–1243, https://www.science.org/doi/10.1126/science.adw3000 for full details.
DOI: 10.15468/dl.wpa3qm
title: Occurrence Download

description: A dataset containing 5673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens walleriana",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5673 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059258-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7281/t19xbtvf
title: Code associated with the publication: Evaluating the role of alpha cell dysregulation in the progression to type 2 diabetes using mathematical simulations

description: Code used in the mathematical modeling of the role of alpha-cell dysregulation on the longitudinal progression to T2D.
DOI: 10.15468/dl.epmz7e
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Antigona magnifica, Venus magnifica, Venus magnifica)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059259-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dc9m86
title: Occurrence Download

description: A dataset containing 135405305 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 135405305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmkymr
title: Occurrence Download

description: A dataset containing 256317 records in GBIF matching the query:
SELECT
 occurrenceid,
 gbifid,
 mediatype,
 institutionid,
 collectionid,
 datasetid,
 institutioncode,
 collectioncode,
 associatedoccurrences,
 associatedsequences,
 issue
FROM
 occurrence
WHERE
 occurrence.basisofrecord = 'PRESERVED_SPECIMEN'
 AND occurrence.datasetkey = 'c1492854-5d15-40e9-9ee7-24a18ac05112'

 The dataset's 256317 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059245-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qe6dks
title: Occurrence Download

description: A dataset listing the 7209 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Martinique",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 7209 records were derived from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059246-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5jywa
title: Occurrence Download

description: A dataset containing 4905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris domestica",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 4905 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059261-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7281/t1/umdmqk
title: The Policy and Science for Health, Agriculture and Nutrition (PoSHAN) Annual Survey Datasets 2013-2016

description: &lt;p&gt;The &lt;a href="https://www.nutritioninnovationlab.org/where-we-are/nepal"&gt;Feed the Future Innovation Lab for Nutrition, &lt;/a&gt; with funding from the USAID, conducted a series of four annual surveys – The Policy and Science for Health, Agriculture and Nutrition (PoSHAN) Surveys – in Nepal from 2013-2016. The aim of the surveys was to assess nutritional status, diet and morbidity of preschool aged children and their mothers, and recently married, nulliparous women, and household food security, agricultural practices, participation in services and programs, among other factors, and examine associations between agricultural practices and food security, nutritional status, diet and health. The broader goal was guide policy and program interventions that may influence household food security, poverty, and the diets, health and nutrition of pre-school children and their mothers.&lt;/p&gt;
The PoSHAN surveys were conducted in a total of 21 sub-district units or Village Development Committees (VDCs), each in a unique district. The VDCs in PoSHAN form a nationally representative sample, stratified by the agroecological zones of Mountains, Hills and Terai &lt;i&gt;(plains)&lt;/i&gt; with each zone containing 7 VDCs. Further, each VDC consisted of a set of 3 wards, adding up to a total of 63 wards in the full sample. The PoSHAN surveys were conducted in the same season and site every year, with seasonal &lt;i&gt;(sentinel)&lt;/i&gt; surveys conducted every 3 months during the first two years of the survey. Eligible households included in the survey consisted of households that either had at least one child under 5 years or a newly-married woman (married within the past 2 years). 
&lt;p&gt;The annual surveys were conducted in all 21 VDCs with data collected using a total of 10 types of forms that collected information at the community, market, household and individual levels. The seasonal surveys were conducted in 3 of the 21 VDCs, one from each zone, that collected data on up to 7 forms with the focus of collecting data on household’s seasonal agricultural production. The datasets thus generated from these surveys make up a total of 4 annual surveys and 4 seasonal surveys.&lt;/p&gt;
This collection contains the cross-sectional dataset for the annual surveys conducted from 2013 through 2016. For more information visit:&lt;a href="http://pubs.sciepub.com/jfs/6/2/5/"&gt; http://pubs.sciepub.com/jfs/6/2/5/.&lt;a/&gt; &lt;a href="https://doi.org/10.7281/T1/EM61IB"&gt;(Link to Seasonal Surveys.)&lt;a/&gt;
Data files are formatted for STATA, and include MS Excel and CSV formats. Data specificity is limited to the regional district level to maintain participants' anonymity for public access. Restricted access to data at the VDC level may be requested by contacting the study team. Additional content details are available in the file set Metadata folder.
DOI: 10.5281/zenodo.17981047
title: Raw data used for the article "An Opinion on the Removal of Disinfection Byproducts from Drinking Water"
DOI: 10.5281/zenodo.17981046
title: Raw data used for the article "An Opinion on the Removal of Disinfection Byproducts from Drinking Water"