cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7sxui3
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neocaridina Kubo, 1938",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006544-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4rfxa
title: Occurrence Download

description: A dataset containing 653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Costa Rica",
 "TaxonKey is Trema micranthum (L.) Blume"
 ]
}

 The dataset includes 653 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032205-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbkzta
title: Occurrence Download

description: A dataset containing 97851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Naturalis Biodiversity Center (NL) - Pisces"
 ]
}

 The dataset includes 97851 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039486-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yxwfc
title: Occurrence Download

description: A dataset containing 3483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis Kaup, 1829",
 "Geometry POLYGON((139.16 -70.38,139.16 85.05,-139.98 85.05,-139.98 -70.38,139.16 -70.38))",
 "HasGeospatialIssue is false",
 "DatasetKey is Mammalogy Collection - Royal Ontario Museum"
 ]
}

 The dataset includes 3483 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006544-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8hb23
title: Occurrence Download

description: A dataset containing 1361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 10000.0",
 "Geometry POLYGON((107.56197 -46.05101,160.69752 -46.05101,160.69752 -25.34744,107.56197 -25.34744,107.56197 -46.05101))",
 "TaxonKey is Oncorhynchus mykiss (Walbaum, 1792)"
 ]
}

 The dataset includes 1361 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039452-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.igvkon
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006544-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt66te
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Haemaphysalis hystricis Supino, 1897"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039470-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haupsy
title: Occurrence Download

description: A dataset containing 100841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Piper L.",
 {
 "or" : [
 "Country is Uruguay",
 "Country is Chile",
 "Country is Paraguay",
 "Country is Colombia",
 "Country is Bolivia (Plurinational State of)",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Brazil",
 "Country is Argentina",
 "Country is Guyana",
 "Country is Peru",
 "Country is Ecuador",
 "Country is French Guiana",
 "Country is Suriname"
 ]
 }
 ]
}

 The dataset includes 100841 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006544-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87a99u
title: Occurrence Download

description: A dataset containing 5162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad de un bosque seco tropical del Valle Medio del río Magdalena: evaluación integrada a través de multitaxones"
 ]
}

 The dataset includes 5162 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039474-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.om1qrc
title: Occurrence Download

description: A dataset containing 2800 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus setifolius L."
 ]
}

 The dataset includes 2800 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006544-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9wes8
title: Occurrence Download

description: A dataset containing 18940 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Cowan Tetrapod Collection - Mammals"
 ]
}

 The dataset includes 18940 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039493-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vfnag
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nipponcyrtus shibakawae (Matsumura, 1916)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209849-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrm4ah
title: Occurrence Download

description: A dataset containing 417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cryptococcus fagisuga Lindinger, 1936"
 ]
}

 The dataset includes 417 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139858-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6rj0j
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pisum sativum L.",
 "Country is Mexico"
 ]
}

 The dataset includes 62 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006545-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejb9je
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andinocleome limoneolens (J.F.Macbr.) Iltis ex E.M.Mc Ginty & Roalson"
 ]
}

 The dataset includes 20 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139877-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m3qxh
title: Occurrence Download

description: A dataset containing 33737 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is TPWD HARC Texas Coastal Fisheries Matagorda Bay Gill Net"
 ]
}

 The dataset includes 33737 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006545-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4vbhp
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physostemon lanceolatus Mart. & Zucc."
 ]
}

 The dataset includes 302 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139865-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nezea3
title: Occurrence Download

description: A dataset containing 18970989 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bird tracking - GPS tracking of Lesser Black-backed Gulls and Herring Gulls breeding at the southern North Sea coast"
 ]
}

 The dataset includes 18970989 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006545-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6xej9
title: Occurrence Download

description: A dataset containing 820329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Norway"
 ]
}

 The dataset includes 820329 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139860-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tratym
title: Occurrence Download

description: A dataset containing 1941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ammoperdix griseogularis (J.F.Brandt, 1843)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 1941 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016418-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epzqnv
title: Occurrence Download

description: A dataset containing 581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2013-2017",
 "HasCoordinate is true",
 "TaxonKey is Thunnus South, 1845",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 581 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006545-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4nx3q
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tarenaya latifolia (Vahl ex DC.) Soares Neto & Roalson"
 ]
}

 The dataset includes 143 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139870-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00009844
title: Placebo Prediction in Major Depressive Disorder Using AI/ML 

description: Depression is a complex condition that affects over 350 million people worldwide. It can be difficult to diagnose and treat because it manifests differently in everyone, making it a challenge to find the right treatment. Some people don't improve with standard treatments, a situation known as treatment-resistant depression (TRD), affecting about 30% of those with Major Depressive Disorder (MDD). This highlights the need for treatments that are tailored to the individual's specific needs. Now, let's talk about the placebo effect. This happens when someone experiences an improvement in their condition after receiving a treatment that has no active ingredients, simply because they believe they're receiving a real treatment. It's fascinating because it shows how powerful our expectations and beliefs can be in influencing our health. In clinical trials for new antidepressants, the placebo effect can make it hard to tell if the actual drug is working, since many people feel better just because they think they're being treated.

Researchers use electroencephalography (EEG), a method that records the electrical activity of the brain, to find clues or "biomarkers" that can help predict how a person might respond to a treatment. By analyzing EEG data with machine learning, scientists can identify patterns that might indicate whether someone will benefit from a specific treatment. This approach is part of a bigger movement towards precision medicine in psychiatry, aiming to provide personalized treatments based on individual characteristics, such as their brain activity patterns. Our research focuses on refining these machine learning models to better predict placebo responses and identify effective treatments for depression. By understanding and reducing the impact of the placebo effect, and recognizing the unique aspects of each patient's condition, we hope to advance the development of more effective antidepressants. This work is crucial as it could lead to better, more targeted treatment options for those who have not found relief with current therapies, significantly improving patient care and outcomes in depression treatment.
DOI: 10.15468/dl.boboqv
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Octopus vulgaris Cuvier, 1797",
 "Geometry POLYGON((130.43 -77.72,130.43 82.05,-148.71 82.05,-148.71 -77.72,130.43 -77.72))",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 364 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006546-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btxjbt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleome macrocarpa Hua"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139884-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axr7yp
title: Occurrence Download

description: A dataset containing 1094 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia mangium Willd."
 ]
}

 The dataset includes 1094 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000896-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjjcc9
title: Occurrence Download

description: A dataset containing 817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lilioceris lilii (Scopoli, 1763)"
 ]
}

 The dataset includes 817 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139890-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1jegvw
title: Occurrence Download

description: A dataset containing 459 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriophorum callitrix Cham. ex C.A.Mey."
 ]
}

 The dataset includes 459 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006546-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vnkme
title: Occurrence Download

description: A dataset containing 2046 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia monacantha Haw."
 ]
}

 The dataset includes 2046 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012765-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxeiaj
title: Occurrence Download

description: A dataset containing 54798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than 38.6099497507008",
 "DecimalLatitude is less than 39.1536860309189",
 "DecimalLongitude is greater than -77.4204444690732",
 "DecimalLongitude is less than -76.7260268919328"
 ]
}

 The dataset includes 54798 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006547-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jxw62
title: Occurrence Download

description: A dataset containing 14293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lymantria dispar Linnaeus, 1758"
 ]
}

 The dataset includes 14293 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139880-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oxucty
title: Occurrence Download

description: A dataset containing 4105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podocarpus L'Hér. ex Pers.",
 {
 "or" : [
 "Country is Uruguay",
 "Country is Chile",
 "Country is Paraguay",
 "Country is Colombia",
 "Country is Bolivia (Plurinational State of)",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Brazil",
 "Country is Argentina",
 "Country is Guyana",
 "Country is Peru",
 "Country is Ecuador",
 "Country is French Guiana",
 "Country is Suriname"
 ]
 }
 ]
}

 The dataset includes 4105 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006546-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgm6xr
title: Occurrence Download

description: A dataset containing 2075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna y flora asociada a 18 humedales del valle geográfico del río Cauca"
 ]
}

 The dataset includes 2075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139872-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khi4qn
title: Occurrence Download

description: A dataset containing 3129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Nasua narica (Linnaeus, 1766)"
 ]
}

 The dataset includes 3129 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006546-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj35p7
title: Occurrence Download

description: A dataset containing 1860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrocygna autumnalis (Linnaeus, 1758)",
 "VerbatimScientificName is Dendrocygna autumnalis",
 "Year 1000-1971"
 ]
}

 The dataset includes 1860 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139886-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydkdof
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclopinoides littoralis (Brady, 1872)"
 ]
}

 The dataset includes 280 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006547-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.foydzr
title: Occurrence Download

description: A dataset containing 8722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monnina Ruiz & Pav.",
 {
 "or" : [
 "Country is Uruguay",
 "Country is Chile",
 "Country is Paraguay",
 "Country is Colombia",
 "Country is Bolivia (Plurinational State of)",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Brazil",
 "Country is Argentina",
 "Country is Guyana",
 "Country is Peru",
 "Country is Ecuador",
 "Country is French Guiana",
 "Country is Suriname"
 ]
 }
 ]
}

 The dataset includes 8722 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006547-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whkdy5
title: Occurrence Download

description: A dataset listing the 40 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castor Linnaeus, 1758"
 ]
}

 The dataset's 40 records were derived from 727 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018864-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4cnyt
title: Occurrence Download

description: A dataset containing 8808076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 8808076 records from 7211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018868-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.