cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10998332
title: The PANORAMA Challenge: Public Training and Development Dataset (1)

description: This dataset represents the PANORAMA: Public Training and Development Dataset. It contains 2238 anonymized contrast-enhanced CT (CECT) scans from 2238 patients acquired at two centers (Radboud University Medical Center, University Medical Center Groningen) based in The Netherlands. Additionally, it contains 194 cases from the Medical Segmentation Decathlon dataset and 80 cases from National Institutes of Health. For all updates/fixes regarding this dataset, please join the challenge and check out our dedicated forum post on this topic. The corresponding labels of the PANORAMA dataset can be found here. 

The PANORAMA challenge is an all-new grand challenge that aims to validate the diagnostic performance of artificial intelligence and radiologists at pancreatic ductal adenocarcinoma (PDAC) detection/diagnosis in CECT, with histopathology and follow-up (≥ 3 years) as the reference standard, in a retrospective setting in the hidden testing dataset. The study hypothesizes that state-of-the-art AI algorithms are non-inferior to radiologists reading CECT.

Key aspects of the PANORAMA study design have been established in conjunction with an international scientific advisory board of 13 experts in AI and pancreas radiology as well as a patient representative —to unify and standardize present-day guidelines, and to ensure meaningful validation of pancreas AI towards clinical translation (Reinke et al., 2021).

This PANORAMA dataset contains: batch 1 out of 4
description: Natália Alves and Megan Schuurmans contributed equally to this work.
DOI: 10.5281/zenodo.11034178
title: The PANORAMA Challenge: Public Training and Development Dataset (1)

description: This dataset represents the PANORAMA: Public Training and Development Dataset. It contains 2238 anonymized contrast-enhanced CT (CECT) scans acquired at two centers (Radboud University Medical Center, University Medical Center Groningen) based in The Netherlands. Additionally, it contains 194 cases from the Medical Segmentation Decathlon dataset and 80 cases from National Institutes of Health. For all updates/fixes regarding this dataset, please join the challenge and check out our dedicated forum post on this topic. The corresponding labels of the PANORAMA dataset can be found here. 

The PANORAMA challenge is an all-new grand challenge that aims to validate the diagnostic performance of artificial intelligence and radiologists at pancreatic ductal adenocarcinoma (PDAC) detection/diagnosis in CECT, with histopathology and follow-up (≥ 3 years) as the reference standard, in a retrospective setting in the hidden testing dataset. The study hypothesizes that state-of-the-art AI algorithms are non-inferior to radiologists reading CECT.

Key aspects of the PANORAMA study design have been established in conjunction with an international scientific advisory board of 13 experts in AI and pancreas radiology as well as a patient representative —to unify and standardize present-day guidelines, and to ensure meaningful validation of pancreas AI towards clinical translation (Reinke et al., 2021).

This PANORAMA dataset contains: batch 1 out of 4
description: Natália Alves and Megan Schuurmans contributed equally to this work.
DOI: 10.5281/zenodo.13715870
title: The PANORAMA Challenge: Public Training and Development Dataset (1)

description: This dataset represents the PANORAMA: Public Training and Development Dataset. It contains 2238 anonymized contrast-enhanced CT (CECT) scans acquired at two centers (Radboud University Medical Center, University Medical Center Groningen) based in The Netherlands. Additionally, it contains 194 cases from the Medical Segmentation Decathlon dataset and 80 cases from National Institutes of Health. For all updates/fixes regarding this dataset, please join the challenge and check out our dedicated forum post on this topic. The corresponding labels of the PANORAMA dataset can be found here. 

The PANORAMA challenge is an all-new grand challenge that aims to validate the diagnostic performance of artificial intelligence and radiologists at pancreatic ductal adenocarcinoma (PDAC) detection/diagnosis in CECT, with histopathology and follow-up (≥ 3 years) as the reference standard, in a retrospective setting in the hidden testing dataset. The study hypothesizes that state-of-the-art AI algorithms are non-inferior to radiologists reading CECT.

Key aspects of the PANORAMA study design have been established in conjunction with an international scientific advisory board of 13 experts in AI and pancreas radiology as well as a patient representative —to unify and standardize present-day guidelines, and to ensure meaningful validation of pancreas AI towards clinical translation (Reinke et al., 2021).

This PANORAMA dataset contains: batch 1 out of 4
description: Natália Alves and Megan Schuurmans contributed equally to this work.
DOI: 10.15468/dl.nk5mnu
title: Occurrence Download

description: A dataset containing 7908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.50_1, USA.23_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadrius melodus Ord, 1824"
 ]
}

 The dataset includes 7908 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010474-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcvz48
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.17308 -36.8228,-73.16804 -36.93495,-73.04007 -36.93495,-73.07171 -36.83431,-73.1134 -36.80496,-73.17308 -36.8228))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Philodryas chamissonis (Wiegmann, 1835)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010475-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et748b
title: Occurrence Download

description: A dataset containing 153913 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Bromus commutatus Schrad., Bromus diandrus Roth, Bromus madritensis L.)"
 ]
}

 The dataset includes 153913 records from 1580 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010449-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jujqva
title: Occurrence Download

description: A dataset containing 1134431 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "License is CC0 1.0",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 1134431 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053461-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5rnnq
title: Occurrence Download

description: A dataset containing 13129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 13129 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004936-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fq83x8
title: Occurrence Download

description: A dataset containing 170882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ortalis vetula",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 170882 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078231-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tcfn3
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum violaceum Jacquem. ex Stapf"
 ]
}

 The dataset includes 139 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004968-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9mqh8
title: Occurrence Download

description: A dataset containing 9921 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spizaetus ornatus (Daudin, 1800)"
 ]
}

 The dataset includes 9921 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060955-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j26jx3
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus hypolaena L.A.S.Johnson & K.D.Hill"
 ]
}

 The dataset includes 138 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021780-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5u8f6
title: Occurrence Download

description: A dataset containing 804887 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantago lanceolata L."
 ]
}

 The dataset includes 804887 records from 1487 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066862-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smv33y
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cheilodipterus artus Smith, 1961"
 ]
}

 The dataset includes 860 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051718-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucrwp7
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cercosaura argulus Peters, 1862"
 ]
}

 The dataset includes 497 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001980-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yal6xw
title: Occurrence Download

description: A dataset containing 1337180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1337180 records from 1061 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032359-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsba9d
title: Occurrence Download

description: A dataset containing 973 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Champsodon snyderi Franz, 1910"
 ]
}

 The dataset includes 973 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051710-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4vph7
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia rubrostipa Jum. & Perrier"
 ]
}

 The dataset includes 160 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001984-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wsvs6
title: Occurrence Download

description: A dataset containing 7599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Portugal)",
 "TaxonKey is one of (Canidae)"
 ]
}

 The dataset includes 7599 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0326753-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nevztp
title: Occurrence Download

description: A dataset containing 235669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "DecimalLatitude is greater than 35.5878932177545",
 "DecimalLatitude is less than 37.0342313079475",
 "DecimalLongitude is greater than -114.181400085333",
 "DecimalLongitude is less than -111.377513102275"
 ]
}

 The dataset includes 235669 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001980-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak4mf4
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cepola schlegelii Bleeker, 1854"
 ]
}

 The dataset includes 303 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051698-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcrymc
title: Occurrence Download

description: A dataset containing 50106 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NDFF Butterfly Data"
 ]
}

 The dataset includes 50106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004765-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsudzh
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria killeenii Vega & Rúgolo"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001980-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkxpb3
title: Occurrence Download

description: A dataset containing 3758 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetodon miliaris Quoy & Gaimard, 1825"
 ]
}

 The dataset includes 3758 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051704-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esqug7
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-68.77438 -24.89949,-19.22562 -24.89949,-19.22562 -5.10051,-68.77438 -5.10051,-68.77438 -24.89949))",
 "HasCoordinate is true",
 "TaxonKey is Duguetia chrysocarpa Maas",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005479-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbb76a
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pitcairnia devansayana André"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185687-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkbqyd
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea pygmaea (Hook.) W.E.Higgins"
 ]
}

 The dataset includes 486 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001984-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpxnh9
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.20623 69.79211,-42.20927 53.4882,-21.55641 15.17458,46.42591 13.5072,85.15002 29.45454,78.26573 69.49275,21.47037 73.80762,-5.20623 69.79211))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Asclepias syriaca L.",
 "Year 2018-2018"
 ]
}

 The dataset includes 182 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173561-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p85nqq
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.7959 -18.76465,-69.65332 -18.50098,-68.33496 -16.3916,-68.24707 -10.7666,-72.37793 -6.72363,-69.30176 -4.1748,-69.47754 -1.97754,-75.89355 0.65918,-76.4209 -1.27441,-79.2334 -3.82324,-80.99121 -3.03223,-82.22168 -5.58105,-76.86035 -14.98535,-70.7959 -18.76465))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Desmodium tortuosum (Sw.) DC.",
 "TaxonKey is Desmodium tortuosum Webb",
 "TaxonKey is Desmodium incanum (Sw.) DC.",
 "TaxonKey is Desmodium axillare (Sw.) DC.",
 "TaxonKey is Desmodium adscendens (Sw.) DC."
 ]
 }
 ]
}

 The dataset includes 158 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246425-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f0uhpo
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celtis pallida Torr."
 ]
}

 The dataset includes 971 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001981-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jkrb6
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicranopygium mirabile Harling"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173560-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvkohu
title: Occurrence Download

description: A dataset containing 370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cipocereus F.Ritter"
 ]
}

 The dataset includes 370 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026880-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.167576
title: SÉHEL_nb_1992_02352

description: Référence : nb_1992_02352<br />Site : Séhel<br />Secteur : Bibi Togog<br />Type : photographie<br />
DOI: 10.15468/dl.a99n6d
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blepharis burundiensis Vollesen"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096371-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.167577
title: SÉHEL_nb_1992_02353

description: Référence : nb_1992_02353<br />Site : Séhel<br />Secteur : Bibi Togog<br />Type : photographie<br />
DOI: 10.15468/dl.pxcvpk
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhachidelus brazili Boulenger, 1908"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124067-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-233751
title: Men’s ministry manual, COGIC, [2005?]

description: [description english/roman)] Rodney Lamar Atkins, compiler. Men’s ministry manual. Tyler, Texas: Victory Temple Church of God in Christ (COGIC), [2005?].
DOI: 10.34816/ifao.archives.167578
title: SÉHEL_nb_1992_02354

description: Référence : nb_1992_02354<br />Site : Séhel<br />Secteur : Bibi Togog<br />Type : photographie<br />
DOI: 10.15468/dl.uve42b
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nigrotrichia kiotonensis (Brenske, 1894)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 104 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0386807-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-234508
title: Scholastic Motivation Ministries leadership summit, COGIC, planning documents, 2004

description: [description english/roman)] Planning documents for the Scholastic Motivation Ministries (Chicago, Illinois) leadership summit, Church of God in Christ (COGIC), on creative writing, Los Angeles, California, 2004 January 30-31.
DOI: 10.15468/dl.hhqvv9
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blepharis attenuata Napper"
 ]
}

 The dataset includes 163 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096360-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.