cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.1ibqg7
title: Occurrence Download

description: A dataset containing 887 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Continent is Asia",
 "Continent is Oceania",
 "Continent is North America"
 ]
 },
 "Year 1960-2020",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Vanellus cinereus (Blyth, 1842)",
 "TaxonKey is Numenius minutus Gould, 1841",
 "TaxonKey is Limnodromus semipalmatus (Blyth, 1848)",
 "TaxonKey is Gallinago nemoricola Hodgson, 1836",
 "TaxonKey is Calidris falcinellus (Pontoppidan, 1763)",
 "TaxonKey is Calidris acuminata (Horsfield, 1821)",
 "TaxonKey is Arenaria interpres (Linnaeus, 1758)",
 "TaxonKey is Actitis hypoleucos (Linnaeus, 1758)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 887 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037927-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty2rrb
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus cockerelli Franklin, 1913"
 ]
}

 The dataset includes 63 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010213-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvpj1u
title: Occurrence Download

description: A dataset containing 22163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protonotaria citrea (Boddaert, 1783)",
 "Year is 2015"
 ]
}

 The dataset includes 22163 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085491-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4j45s
title: Occurrence Download

description: A dataset containing 58379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-6.43601 56.69832,-6.43601 49.68966,0.25235 50.32386,4.08993 52.57812,-3.58523 59.03028,-7.97104 58.69007,-6.43601 56.69832))",
 "TaxonKey is one of (Capreolus capreolus (Linnaeus, 1758), Ailurus fulgens F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 58379 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023700-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khfm9w
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ernodea littoralis Sw.",
 "Year 1990-2020"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037929-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjxvqe
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhegmatorhina berlepschi (E.Snethlage, 1907)"
 ]
}

 The dataset includes 141 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085492-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juvz7t
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea banzhuana S.J.Pei & C.T.Ting"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021607-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxy27m
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Juglans australis Griseb."
 ]
}

 The dataset includes 136 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037931-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mftmd9
title: Occurrence Download

description: A dataset containing 1552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrilia barrabandi (Kuhl, 1820)"
 ]
}

 The dataset includes 1552 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085493-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yarj1s
title: Occurrence Download

description: A dataset containing 4560 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis septentrionalis (Trouessart, 1897)"
 ]
}

 The dataset includes 4560 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037932-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sf5ngy
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Polydrusus ochreus (Fall, 1907), Polydrusus americanus Gyllenhal, 1834, Polydrusus decoratus Woodruff, 1923, Polydrusus hassayampus Sleeper, 1957)"
 ]
}

 The dataset includes 200 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007730-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqyzrn
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Androctonus crassicauda (Olivier, 1807)"
 ]
}

 The dataset includes 107 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085497-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrbvuv
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maxillaria chimalapana Soto Arenas & Salazar"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176397-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0gjfl0
title: Occurrence Download

description: A dataset containing 1269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nyctinomops macrotis (Gray, 1840)"
 ]
}

 The dataset includes 1269 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037941-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnbked
title: Occurrence Download

description: A dataset containing 2893 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudacris clarkii (Baird, 1854)"
 ]
}

 The dataset includes 2893 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063536-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xabbsb
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 "Country is Colombia"
 ]
}

 The dataset includes 49 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085498-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29hxbw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is BOLD:ADW1299",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010198-231120084113126/datasets/export for details.
DOI: 10.15468/dl.riakcm
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megachilidae",
 "Country is United States of America",
 "Year is 2015"
 ]
}

 The dataset includes 47 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037945-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk8pq5
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iberis grosii Pau"
 ]
}

 The dataset includes 61 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085500-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6thyvk
title: Occurrence Download

description: A dataset containing 2096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triodanis biflora Nieuwl."
 ]
}

 The dataset includes 2096 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007731-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cpf5c
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Ceiba chodatii (Hassl.) Ravenna"
 ]
}

 The dataset includes 85 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037945-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kubo5i
title: Occurrence Download

description: A dataset containing 1774 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana montezumae Baird, 1854"
 ]
}

 The dataset includes 1774 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085501-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pe4gt
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chironax melanocephalus (Temminck, 1825)"
 ]
}

 The dataset includes 265 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037951-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwnyf9
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nerodia sipedon williamengelsi (Conant & Lazell, 1973)"
 ]
}

 The dataset includes 290 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063543-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bujcbc
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iberis ciliata subsp. welwitschii (Boiss.) Moreno"
 ]
}

 The dataset includes 167 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085502-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s87qm
title: Occurrence Download

description: A dataset containing 13526479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psittacidae"
 ]
}

 The dataset includes 13526479 records from 1537 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003801-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/worzil
title: PAN-00124270 - coin/coin-related, abdij, penning

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00124270&lt;/p&gt;
description: Modified: 2025-10-24T08:15:02+02:00
DOI: 10.15468/dl.6sstdz
title: Occurrence Download

description: A dataset containing 751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((10.037453 46.143255, 10.041583 46.179244, 9.992976 46.179244, 9.988867 46.143255, 10.037453 46.143255))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 751 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049784-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00011670
title: Identifying subgroups and treatment heterogeneity in non-small cell lung cancer with survival outcomes.

description: Non-small cell lung cancer is the most common type of lung cancer, making up about 85% of all lung cancer cases. It affects hundreds of thousands of people each year worldwide. For some patients, immune treatments—also known as immunotherapy—can help the body’s own immune system fight cancer. However, not all patients respond the same way to these treatments.
  

One of the main goals in cancer research is to figure out which patients are most likely to benefit from immunotherapy. To do this, scientists study "biomarkers," which are signs in the body—such as proteins or genetic patterns—that may help predict how well a person will respond to treatment. Two promising biomarkers for non-small cell lung cancer are PD-L1 (programmed death-ligand 1), a protein that inhibits immune responses by binding to a protein called PD-1 on T-cells, preventing them from attacking other cells, including cancer cells, and bTMB (blood tumor mutational burden), a measure of the total number of genetic mutations found in circulating tumor DNA (ctDNA) in the blood. These have shown some potential in helping predict survival outcomes after immunotherapy. 

  

In earlier studies, researchers often used a statistical measure called a “hazard ratio(HR)” to evaluate whether treatments worked well overall or for certain subgroups of patients. A hazard ratio is a relative measure of event occurrence between two groups over time; under the Cox's–Lehmann framework, it assumes proportional hazards, meaning one group consistently experiences events faster or slower than the other throughout follow-up. But this approach can sometimes give misleading results when patient responses are very different across groups. As a result, doctors may not get a clear picture of who truly benefits from the treatment. 

  

To improve this, we will use individual patient-level data—detailed information from each patient in past clinical trials. With this data, we will create and test a new way to measure how well treatments work, using improved statistical methods. Our goal is to better understand how different groups of patients respond to immunotherapy and to find clearer ways to identify who is most likely to benefit from it. 

  

This research could help doctors make more personalized treatment decisions for people with non-small cell lung cancer, ensuring that each patient receives the care that is most likely to help them.
DOI: 10.15468/dl.6ctgsv
title: Occurrence Download

description: A dataset containing 27492 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puma concolor"
 ]
}

 The dataset includes 27492 records from 455 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049783-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4p6xb8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.18027 17.11286,-79.28448 17.11286,-79.7507 30.8557,-87.22922 30.84923,-99.37001 31.15988,-99.18027 17.11286))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phyllospadix torreyi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049786-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d638st
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Bolivia (Plurinational State of)",
 "DatasetKey is Tropicos MO Specimen Data",
 "TaxonKey is Prunus stipulata"
 ]
}

 The dataset includes 41 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049788-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/hasntr
title: PAN-00024159 - tweezers B3 (with ear scoop)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00024159&lt;/p&gt;
description: Modified: 2025-09-09T16:25:41+02:00
DOI: 10.6084/m9.figshare.30871808
title: Symptom-Based Health Assessment Dataset for Healthcare NLP

description: This dataset contains 10,897 patient symptom records designed for research in healthcare natural language processing, triage modelling, and clinical decision-support experimentation. Each record includes demographic attributes, symptom lists, vital signs, and a natural-language description resembling patient-reported symptom narratives.The dataset was generated using structured symptom indicators derived from a publicly available medical symptom ontology. All records, values, demographics, and textual descriptions were artificially created using controlled randomization and templated narrative generation. No real patient information was used, and no identifiable data is present.This dataset supports tasks such as:Text classificationSymptom extractionEarly triage predictionHealthcare NLP benchmarkingEducational demonstrationsThe dataset is provided under a CC0 Public Domain license to enable unrestricted reuse, redistribution, modification, and integration into downstream machine learning workflows.
DOI: 10.6084/m9.figshare.30871808.v1
title: Symptom-Based Health Assessment Dataset for Healthcare NLP

description: This dataset contains 10,897 patient symptom records designed for research in healthcare natural language processing, triage modelling, and clinical decision-support experimentation. Each record includes demographic attributes, symptom lists, vital signs, and a natural-language description resembling patient-reported symptom narratives.The dataset was generated using structured symptom indicators derived from a publicly available medical symptom ontology. All records, values, demographics, and textual descriptions were artificially created using controlled randomization and templated narrative generation. No real patient information was used, and no identifiable data is present.This dataset supports tasks such as:Text classificationSymptom extractionEarly triage predictionHealthcare NLP benchmarkingEducational demonstrationsThe dataset is provided under a CC0 Public Domain license to enable unrestricted reuse, redistribution, modification, and integration into downstream machine learning workflows.
DOI: 10.5281/zenodo.17914921
title: Qualité de la performance financière des institutions financières : Cas des banques commerciales de la Communauté d'Afrique de l'Est

description: Cet article a pour objectif d’évaluer la qualité de la performance financière des banques commerciales des pays de l’Afrique de l’Est (EAC) en utilisant la méthode de l’enveloppement des données (DEA). L’étude repose sur des données secondaires collectées dans 100 banques commerciales de 6 sur 8 pays de l’EAC pour la période de 2014 à 2023.

Les résultats montrent que les banques commerciales des pays de l’EAC ont un niveau faible de qualité de leur performance financière, soit 38% alors que la norme exige 100%. Celles du Burundi connaissent un niveau d’efficience en peu supérieur (55,2%) à ceux des autres pays de l’EAC. Cependant, elles sont très loin de la frontière d’efficience (100%). Elles sont suivies successivement par celles de la RDC (48,7%), de l’Ouganda (41,4%), de la Tanzanie (37,6%), du Rwanda (32,2%) et du Kenya (30,7%). Ce faible niveau de la qualité de la performance financière de ces banques résulte essentiellement de l’inefficience de l’échelle et de l’inefficience technique pure. Des mesures plus pertinentes sont ainsi suggérées, notamment du côté des régulateurs des banques commerciales et du côté de leur dirigeant, afin de réduire significativement le niveau des prêts en souffrance.
DOI: 10.5281/zenodo.17914920
title: Qualité de la performance financière des institutions financières : Cas des banques commerciales de la Communauté d'Afrique de l'Est

description: Cet article a pour objectif d’évaluer la qualité de la performance financière des banques commerciales des pays de l’Afrique de l’Est (EAC) en utilisant la méthode de l’enveloppement des données (DEA). L’étude repose sur des données secondaires collectées dans 100 banques commerciales de 6 sur 8 pays de l’EAC pour la période de 2014 à 2023.

Les résultats montrent que les banques commerciales des pays de l’EAC ont un niveau faible de qualité de leur performance financière, soit 38% alors que la norme exige 100%. Celles du Burundi connaissent un niveau d’efficience en peu supérieur (55,2%) à ceux des autres pays de l’EAC. Cependant, elles sont très loin de la frontière d’efficience (100%). Elles sont suivies successivement par celles de la RDC (48,7%), de l’Ouganda (41,4%), de la Tanzanie (37,6%), du Rwanda (32,2%) et du Kenya (30,7%). Ce faible niveau de la qualité de la performance financière de ces banques résulte essentiellement de l’inefficience de l’échelle et de l’inefficience technique pure. Des mesures plus pertinentes sont ainsi suggérées, notamment du côté des régulateurs des banques commerciales et du côté de leur dirigeant, afin de réduire significativement le niveau des prêts en souffrance.