cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4kncwn
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platycaulos compressus (Rottb.) H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 54 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047382-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15667442
title: Topological Origin of Anomalous Black Hole Jet at Cosmic Noon: Sphere-Torus Phase Transition Model

description: The exceptionally powerful X-ray jet detected by Chandra at z ≈ 2.1 (cosmic noon) finds naturalexplanation within the sphere-torus topological phase transition framework. We demonstrate that toroidalblack hole configurations during S2 ↔ T 2 transitions generate enhanced curvature dynamics, enabling energy extraction via twist defects at ergospheric phase boundaries. The model quantitatively predicts jet power Pjet ∝ |∆g|(∂tKz )^2 scaling with genus change ∆g and curvature growth rate ∂tKz , matching observed > 10^46 erg/s luminosity through cosmic noon conditions: 5× higher transition rates and 3× stronger curvature oscillations than local universe. Topological particle acceleration mechanisms resolve jet morphology and spectral characteristics without fine-tuning.
DOI: 10.5281/zenodo.15667443
title: Topological Origin of Anomalous Black Hole Jet at Cosmic Noon: Sphere-Torus Phase Transition Model

description: The exceptionally powerful X-ray jet detected by Chandra at z ≈ 2.1 (cosmic noon) finds naturalexplanation within the sphere-torus topological phase transition framework. We demonstrate that toroidalblack hole configurations during S2 ↔ T 2 transitions generate enhanced curvature dynamics, enabling energy extraction via twist defects at ergospheric phase boundaries. The model quantitatively predicts jet power Pjet ∝ |∆g|(∂tKz )^2 scaling with genus change ∆g and curvature growth rate ∂tKz , matching observed > 10^46 erg/s luminosity through cosmic noon conditions: 5× higher transition rates and 3× stronger curvature oscillations than local universe. Topological particle acceleration mechanisms resolve jet morphology and spectral characteristics without fine-tuning.
DOI: 10.15468/dl.gqf8fb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platycaulos compressus (Rottb.) H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047385-250525065834625/datasets/export for details.
DOI: 10.15468/dl.59gbab
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platycaulos compressus (Rottb.) H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047386-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vhj7v9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platycaulos compressus (Rottb.) H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047388-250525065834625/datasets/export for details.
DOI: 10.15468/dl.nt5dd5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platycaulos compressus (Rottb.) H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047390-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cckmsy
title: Occurrence Download

description: A dataset listing the 35 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio machaon Linnaeus, 1758"
 ]
}

 The dataset's 35 records were derived from 2952 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047383-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-02.1946683/2362740
title: Data for EMSL Project 50076 from February 2020
DOI: 10.15468/dl.cm7fdp
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Oceania, Europe, South America)",
 "TaxonKey is Aucklandia lappa DC."
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020226-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hib0ez
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemiboea longgangensis Z.Y.Li",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013487-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-02.1943525/2362741
title: Data for EMSL Project 50076 from February 2020
DOI: 10.15468/dl.wd94yx
title: Occurrence Download

description: A dataset containing 676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Coenophila subrosea Stephens, 1829",
 "Year 1970-2024"
 ]
}

 The dataset includes 676 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018887-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhkikt
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia per-dusenii Brade"
 ]
}

 The dataset includes 83 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013488-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n34hw6
title: Occurrence Download

description: A dataset containing 1668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callicarpa bodinieri H.Lév.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1668 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020187-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1968104/2362742
title: Data for EMSL Project 50076 from March 2020
DOI: 10.25582/data.2020-02.1946603/2362743
title: Data for EMSL Project 50076 from February 2020
DOI: 10.15468/dl.zccfzf
title: Occurrence Download

description: A dataset containing 2204787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2204787 records from 763 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013489-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwg8vw
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium poliocarenum Dahlst."
 ]
}

 The dataset includes 111 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022737-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av7gdj
title: Occurrence Download

description: A dataset containing 99246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helosciadium nodiflorum (L.) W.D.J.Koch"
 ]
}

 The dataset includes 99246 records from 1051 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020221-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eweatf
title: Occurrence Download

description: A dataset containing 6427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rostellularia adscendens (R.Br.) R.Barker",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 6427 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002056-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21943/auas.25652523.v1
title: Additional files/documentation belonging to manuscript: Exercise-induced muscle fatigue leads to changes in gait-related parameters among older adults: a systematic review and meta-analysis.5. Data file for the main analysis (coding form)

description: The additional documents are divided in 8 ‘categories’ and in the name of the document the number at the beginning of the name indicates to what category this document belongsIn the documentation: 0. Additional files Voorn 2024 README, this category and the documents are explained. in the same document you can also see what other related materials are available.
DOI: 10.15468/dl.aurq7x
title: Occurrence Download

description: A dataset containing 6638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Albizia lebbeck (L.) Benth."
 ]
}

 The dataset includes 6638 records from 290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002058-241024112534372/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.28193378
title: Supervised Contrastive Loss Helps Uncover More Robust Features for Photoacoustic Prostate Cancer Identification

description: <b>Data</b><br>The data used in this study mainly comes from photoacoustic spectral analysis of biological tissues for prostate cancer (PCa) diagnosis. These tissue samples cover different individuals' prostate tissues, taking into account individual heterogeneity to mimic the diverse sample characteristics in real clinical settings. The data is utilized to evaluate the discriminative ability of different models in distinguishing between normal and cancerous tissues.<b>Code</b><br>The code is designed to implement multiple functions. Firstly, it constructs three distinct models, namely the CNN-based model, the supervised contrastive (SC) model, and the supervised contrastive loss adjust (SCL-adjust) model. It also includes the implementation of traditional feature extraction and common machine learning methods for comparison. Secondly, the code contains the logic for evaluating the performance of these models by calculating metrics like discriminative accuracy. Through running on the actual data, it can determine the advantages and disadvantages of each model under different conditions, such as in the presence of uniform or Gaussian noise. Overall, the data serves as the foundation and the code plays a crucial role in driving the analysis process and drawing key conclusions for improving the accuracy of PCa diagnosis.
DOI: 10.6084/m9.figshare.28193378.v1
title: Supervised Contrastive Loss Helps Uncover More Robust Features for Photoacoustic Prostate Cancer Identification

description: <b>Data</b><br>The data used in this study mainly comes from photoacoustic spectral analysis of biological tissues for prostate cancer (PCa) diagnosis. These tissue samples cover different individuals' prostate tissues, taking into account individual heterogeneity to mimic the diverse sample characteristics in real clinical settings. The data is utilized to evaluate the discriminative ability of different models in distinguishing between normal and cancerous tissues.<b>Code</b><br>The code is designed to implement multiple functions. Firstly, it constructs three distinct models, namely the CNN-based model, the supervised contrastive (SC) model, and the supervised contrastive loss adjust (SCL-adjust) model. It also includes the implementation of traditional feature extraction and common machine learning methods for comparison. Secondly, the code contains the logic for evaluating the performance of these models by calculating metrics like discriminative accuracy. Through running on the actual data, it can determine the advantages and disadvantages of each model under different conditions, such as in the presence of uniform or Gaussian noise. Overall, the data serves as the foundation and the code plays a crucial role in driving the analysis process and drawing key conclusions for improving the accuracy of PCa diagnosis.
DOI: 10.15468/dl.frs8ud
title: Occurrence Download

description: A dataset containing 289523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Numida meleagris (Linnaeus, 1758))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 289523 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005270-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqdx9f
title: Occurrence Download

description: A dataset containing 15065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bomarea Mirb.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15065 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005291-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duw2p3
title: Occurrence Download

description: A dataset containing 27531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Boechera Á.Löve & D.Löve)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27531 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005290-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shy337
title: Occurrence Download

description: A dataset containing 53285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bossiaea Vent.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 53285 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005292-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e79qgk
title: Occurrence Download

description: A dataset containing 7437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Monticola explorator (Vieillot, 1818))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 7437 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005294-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kf7ue
title: Occurrence Download

description: A dataset containing 1606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brassaiopsis Decne. & Planch.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1606 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005297-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq9qy2
title: Occurrence Download

description: A dataset containing 8671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Prionops retzii Wahlberg, 1856)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 8671 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005298-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sy443
title: Occurrence Download

description: A dataset containing 50814 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 {
 "or" : [
 "StateProvince ~nariño",
 "StateProvince ~barbacoas",
 "StateProvince is barbacoas",
 "StateProvince is barbacoas, nariño",
 "StateProvince ~cumbitara,nariño",
 "StateProvince ~el charco,nariño",
 "StateProvince ~francisco,nariño",
 "StateProvince ~pizarra, nariño",
 "StateProvince ~la tola,nariño",
 "StateProvince ~mosquera,nariño",
 "StateProvince ~olaya herrera,nariño",
 "StateProvince ~policarpa,nariño",
 "StateProvince ~roberto payan,nariño",
 "StateProvince ~santa barbara,nariño"
 ]
 },
 "Year is 2018"
 ]
 }
 ]
}

 The dataset includes 50814 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005295-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.behz7b
title: Occurrence Download

description: A dataset containing 59723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachyscome Cass.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 59723 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005296-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd8an3
title: Occurrence Download

description: A dataset containing 24572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Malcorus pectoralis A.Smith, 1829)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 24572 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005301-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.