cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17028/rd.lboro.25586565.v1
title: Supplementary information files for Development of automated neural network prediction for echocardiographic left ventricular ejection fraction

description: (c) The Authors CC BY 4.0Supplementary files for article Development of automated neural network prediction for echocardiographic left ventricular ejection fractionIntroduction: The echocardiographic measurement of left ventricular ejection fraction (LVEF) is fundamental to the diagnosis and classification of patients with heart failure (HF).Methods: This paper aimed to quantify LVEF automatically and accurately with the proposed pipeline method based on deep neural networks and ensemble learning. Within the pipeline, an Atrous Convolutional Neural Network (ACNN) was first trained to segment the left ventricle (LV), before employing the area-length formulation based on the ellipsoid single-plane model to calculate LVEF values. This formulation required inputs of LV area, derived from segmentation using an improved Jeffrey’s method, as well as LV length, derived from a novel ensemble learning model. To further improve the pipeline’s accuracy, an automated peak detection algorithm was used to identify end-diastolic and end-systolic frames, avoiding issues with human error. Subsequently, single-beat LVEF values were averaged across all cardiac cycles to obtain the final LVEF.Results: This method was developed and internally validated in an open-source dataset containing 10,030 echocardiograms. The Pearson’s correlation coefficient was 0.83 for LVEF prediction compared to expert human analysis (p &lt; 0.001), with a subsequent area under the receiver operator curve (AUROC) of 0.98 (95% confidence interval 0.97 to 0.99) for categorisation of HF with reduced ejection (HFrEF; LVEF&lt;40%). In an external dataset with 200 echocardiograms, this method achieved an AUC of 0.90 (95% confidence interval 0.88 to 0.91) for HFrEF assessment.Conclusion: The automated neural network-based calculation of LVEF is comparable to expert clinicians performing time-consuming, frame-by-frame manual evaluations of cardiac systolic function.
DOI: 10.15468/dl.y3dutx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Martinella tomentosa Kataoka & L.G.Lohmann"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170986-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuw8f3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes pembertonii S.Vieira-Uribe & J.S.Moreno"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170985-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zolzh
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris songarica Schrenk",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 62 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047097-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3zxhb
title: Occurrence Download

description: A dataset containing 24613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrus pyraster (L.) Burgsd.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-15 75, -15 25, 60 25, 60 75, -15 75))"
 ]
}

 The dataset includes 24613 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034502-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sphadc
title: Occurrence Download

description: A dataset containing 2358 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Siproeta Hübner, 1823"
 ]
}

 The dataset includes 2358 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005760-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caa31t
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Draba arabisans Michx.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 214 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047101-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ce65p
title: Occurrence Download

description: A dataset containing 607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabidopsis halleri subsp. halleri",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 607 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005760-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twyk2g
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus ichnusae Mossa, Bacch. & Brullo)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-15 75, -15 25, 60 25, 60 75, -15 75))"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034511-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz0ycb
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Draba aureola S.Watson",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 69 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047104-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5itxy1
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is Nidularium × digeneum Beck",
 "ScientificName is Nidularium × digeneum",
 "ScientificName is Nidularium x digeneum",
 "ScientificName is Nidularium x digeneum Beck",
 "ScientificName is Nidularium xdigeneum Beck",
 "ScientificName is Nidularium digeneum Beck"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005761-160803222355964/datasets/export for details.
DOI: 10.15468/dl.yhtvsr
title: Occurrence Download

description: A dataset containing 5189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sagittaria graminea Michx."
 ]
}

 The dataset includes 5189 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034720-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtj4nh
title: Occurrence Download

description: A dataset containing 491393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Portugal, Spain, France, Germany, Belgium, Netherlands, Italy, Greece, Switzerland, Austria, Türkiye, Russian Federation, Belarus, Ukraine, Norway, Sweden, Finland, Estonia, Latvia, Lithuania, Romania, Bulgaria, North Macedonia, Albania, Slovenia, Croatia, Bosnia and Herzegovina, Hungary, Slovakia, Czechia, Poland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stellaria media (L.) Vill."
 ]
}

 The dataset includes 491393 records from 2132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170951-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ge3rg
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromelia trianae Mez"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146002-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf2pku
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia gilbertii Cronquist"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210163-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxyxqa
title: Occurrence Download

description: A dataset containing 1926 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Euphlyctis cyanophlyctis (Schneider, 1799)"
 ]
}

 The dataset includes 1926 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026186-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrnzps
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apinagia kochii (Engl.) P.Royen"
 ]
}

 The dataset includes 15 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146004-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1gf9xw
title: Occurrence Download

description: A dataset containing 14742 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Listera cordata (L.) R.Br."
 ]
}

 The dataset includes 14742 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031928-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cp5bvs
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blakea subbarbata (Wurdack) Penneys & Judd"
 ]
}

 The dataset includes 34 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146003-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2x97qb
title: Occurrence Download

description: A dataset containing 11820 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athamanta cretensis L."
 ]
}

 The dataset includes 11820 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211547-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghc49f
title: Occurrence Download

description: A dataset containing 16376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer rufocinctus Fischer & Reichenow, 1884",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 16376 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026201-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfvpgy
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphaea L.",
 "Year 1970-2000"
 ]
}

 The dataset includes 299 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154667-200613084148143/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.25572390
title: Radionuclides in Northwest Pacific plain sediment

description: We collected three sediment cores in the Northwest Pacific plain in 2021 and 2022. Using with these cores, we measured radionuclides (210Pb and 226Ra). This dataset contains sampling site locations, 210Pb ,226Ra and excess 210Pb activities of these cores. These data are used for preparing figures, tables and the discussions in Zhu et al. (2024).
DOI: 10.15468/dl.dmp7wu
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Avena atlantica B.R.Baum & G.Fedak"
 ]
}

 The dataset includes 122 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064813-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgopdp
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de Poales del Museo Botánico CORD - IMBIV",
 "TaxonKey is Blepharidachne benthamiana (Hack.) Hitchc."
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031927-190415153152247/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.25572390.v1
title: Zhu et al. 2024.xlsx

description: We collected three sediment cores in the Northwest Pacific Plain in 2021 and 2022. Using with these cores, we measured radionuclides (210Pb and 226Ra). This dataset contains sampling site locations, 210Pb ,226Ra and excess 210Pb activities of these cores. These data are used for preparing figures, tables and the discussions in Zhu et al. (2024).
DOI: 10.15468/dl.an5cae
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((76.85277 21.74421,113.14723 21.74421,113.14723 36.25579,76.85277 36.25579,76.85277 21.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rheum nobile Hook.fil. & Thomson",
 "Year 1937-2018"
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184422-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zejwmn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratozamia tenuis (Dyer) D.W.Stev. & Vovides"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146005-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46hn4p
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Desmopsis maxonii Saff."
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064890-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ltakj3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de Poales del Museo Botánico CORD - IMBIV",
 "TaxonKey is Avena barbata Pott ex Link"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031930-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e9qmz
title: Occurrence Download

description: A dataset containing 4144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhopalosiphum maidis (Fitch, 1856)"
 ]
}

 The dataset includes 4144 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204228-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anyq7z
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bakeridesia chittendenii (Standl.) Donnell"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146006-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkgw38
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium sidamense Chiov. ex Chiarugi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013177-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrqxme
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus mindoensis Peters, 1973"
 ]
}

 The dataset includes 183 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031945-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxywsp
title: Occurrence Download

description: A dataset containing 38478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Himantopus mexicanus (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 38478 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188257-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvs6tj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Zhangixalus suffry (Bordoloi, Bortamuli & Ohler, 2007)"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026184-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuja1i
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus mindoensis Peters, 1973"
 ]
}

 The dataset includes 183 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031932-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sf2nzj
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campyloneurum leoniae A.Rojas"
 ]
}

 The dataset includes 39 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146008-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgdgyb
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hololepis pedunculata (DC. ex Pers.) DC."
 ]
}

 The dataset includes 262 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017640-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rkdka
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Boana jimenezi (Señaris & Ayarzagüena, 2006)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026190-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf7urp
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UWIZM Mammals"
 ]
}

 The dataset includes 187 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031934-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.