cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26506375.v1
title: “Dead or Alive?” Assessment of the Binary End-of-Event Outcome Indicator for the NEMSIS Public Research Dataset

description: The National Emergency Medical Services Information Services (NEMSIS) provides a robust set of data to evaluate prehospital care. However, a major limitation is that the vast majority of the records lack a definitive outcome. We aimed to evaluate the performance of a recently proposed method (‘MLB’ method) to impute missing end-of-EMS-event outcomes (“dead” or “alive”) for patient care reports in the NEMSIS public research dataset. This study reproduced the recently published method for patient outcome imputation in the NEMSIS database and replicated the results for years 2017 through 2022 (n = 686,075). We performed statistical analyses leveraging an array of established performance metrics for binary classification in the machine learning literature. Evaluation metrics included overall accuracy, true positive rate, true negative rate, balanced accuracy, precision, F1 score, Cohen’s Kappa coefficient, Matthews’ coefficient, Hamming loss, the Jaccard similarity score, and the receiver operating characteristic/area under the curve. Extended metrics show consistently good imputation performance from year-to-year but reveal weakness in accurately indicating the minority class: e.g., after adjustments for conflicting labels, “dead” prediction accuracy was 77.7% for 2018 and 61.8% over the six-year NEMSIS sub-sample, even though overall accuracy was 98.8%. Slight over-fitting is also present. We found that the recently published MLB method produced reasonably good “dead” or “alive” indicators. We recommend reporting of True Positive Rate (“dead” prediction accuracy) and True Negative Rate (“alive” prediction accuracy) when applying the imputation method for analyses of NEMSIS data. More attention by EMS clinicians to complete documentation of target NEMSIS elements can further improve the method’s performance.
DOI: 10.5281/zenodo.15306159
title: Fourteen NBEs recorded in Florida in 2016 with INTF and LMA and their ensuing oscillations

description: Data set containing 14 Narrow Bipolar Events (NBEs) recorded in Florida in the Summer of 2016 near the Kennedy Space Center. Each sub-folder contains three types of data: (1) raw VHF interferometer (INTF) from one of the three instrument antennas plus raw fast antenna (FA) data, (2) processed Lightning Mapping Array (LMA) data, and (3) processed INTF data. The sub-folders also contain detailed plots of the NBEs and related analysis. A summary table is also provided with key properties extracted from all NBEs and discussed in the main article.
DOI: 10.5281/zenodo.15866369
title: Fourteen NBEs recorded in Florida in 2016 with INTF and LMA and their ensuing oscillations

description: Data set containing 14 Narrow Bipolar Events (NBEs) recorded in Florida in the Summer of 2016 near the Kennedy Space Center. Each sub-folder contains three types of data: (1) raw VHF interferometer (INTF) from one of the three instrument antennas plus raw fast antenna (FA) data, (2) processed Lightning Mapping Array (LMA) data, and (3) processed INTF data. The sub-folders also contain detailed plots of the NBEs and related analysis. A summary table is also provided with key properties extracted from all NBEs and discussed in the main article.
DOI: 10.18738/t8/rg94kt
title: Smarter Intersections Pilot Project

description: The Smarter Intersections Pilot Project deployed and tested smart infrastructure technology in College Station, Texas to achieve to main goals: 1) Improve intersection safety and mobility for vulnerable road users, pedestrians, bicyclists, and those using other mobility devices, including people with mobility and visual disabilities, and 2) Demonstrate that the technology functions as proposed. The project used Cellular Vehicle-to-Everything (C-V2X) units at five intersections in tandem with on-board units (OBUs) in transit and emergency response vehicles to alert VRUs using crosswalks and bike lanes of turning buses and emergency vehicles through auditory and visual cues. It also explored incorporating that information into a Smart Phone application that blind/low-vision people can use to navigate an intersection. Further, the project simulated how the information can be communicated to an automated shuttle approaching an intersection.
DOI: 10.15468/dl.m9qtus
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sambucus racemosa",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 629 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001204-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec9uux
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAJ1585"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001205-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwu8wx
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium myriocarpum"
 ]
}

 The dataset includes 36 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001206-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13738240
title: Determinants of Thermal Refuges

description: This repository contains the database presented in "What environmental features give rise to thermal refuges? A systematic review," as well as the necessary code to recreate the figures from that manuscript.
DOI: 10.5281/zenodo.15858839
title: Determinants of Thermal Refuges

description: This repository contains the database presented in "What environmental features give rise to thermal refuges? A systematic review," as well as the necessary code to recreate the figures from that manuscript.
DOI: 10.25921/ncz0-wn95
title: NOAA Next Generation Radar (NEXRAD) Level 3 Products
DOI: 10.15468/dl.e5gzey
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 223 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001207-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/rzj7xa
title: Descritores de base geral e específica

description: O conjunto de Descritores de Base Geral e Específica listados neste espaço, se refere aos dados levantados na nossa pesquisa de Doutorado, em que buscamos elencar que documentos de dissertações e teses publicadas no Brasil, trataram de práticas multidisciplinares, interdisciplinares e transdisciplinares, direcionadas para o Ensino de Ciências de nível médio no Brasil.
DOI: 10.15468/dl.vjas93
title: Occurrence Download

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

 The dataset includes 61 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001208-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22003/xfel.eu-data-900480-00
title: LASER SASE3 commissioning
DOI: 10.22003/xfel.eu-data-900481-00
title: LASER SASE2 commissioning
DOI: 10.22003/xfel.eu-data-900482-00
title: LASER SASE1 commissioning
DOI: 10.22003/xfel.eu-data-900487-00
title: Diagnostic data acquisition for virtual diagnostics developments (SASE3)
DOI: 10.22003/xfel.eu-data-900488-00
title: Diagnostic data acquisition for virtual diagnostics developments (SASE2)
DOI: 10.22003/xfel.eu-data-900489-00
title: Diagnostic data acquisition for virtual diagnostics developments
DOI: 10.22003/xfel.eu-data-900493-00
title: SASE3 Instrumentation Commissioning
DOI: 10.22003/xfel.eu-data-900494-00
title: SASE3 Photon Beam Measurements
DOI: 10.22003/xfel.eu-data-900495-00
title: SASE2 Instrumentation Commissioning
DOI: 10.22003/xfel.eu-data-900496-00
title: SASE2 Photon Beam Measurements
DOI: 10.22003/xfel.eu-data-900497-00
title: SASE1 Instrumentation Commissioning
DOI: 10.22003/xfel.eu-data-900498-00
title: SASE1 Photon Beam Measurements
DOI: 10.5281/zenodo.15849869
title: An insight into the gut microbiota of healthy and allergic West Highland Whiter Terrier dogs (Manuscript Dataset)

description: This study examined the potential role of the gut microbiome in canine atopic dermatitis (cAD) in West Highland White Terriers (WHWT), a breed predisposed to this inflammatory skin condition. Fecal samples from 21 WHWTs (12 with cAD, 9 healthy) were analyzed using shotgun metagenomic sequencing.
DOI: 10.5281/zenodo.15849870
title: An insight into the gut microbiota of healthy and allergic West Highland Whiter Terrier dogs (Manuscript Dataset)

description: This study examined the potential role of the gut microbiome in canine atopic dermatitis (cAD) in West Highland White Terriers (WHWT), a breed predisposed to this inflammatory skin condition. Fecal samples from 21 WHWTs (12 with cAD, 9 healthy) were analyzed using shotgun metagenomic sequencing.
DOI: 10.15468/dl.mck8j2
title: Occurrence Download

description: A dataset containing 241314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Asio flammeus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 241314 records from 634 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001191-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkqbym
title: Occurrence Download

description: A dataset containing 3028802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3028802 records from 1716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006920-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16454771
title: 1-fatal_findings_cover_assamese.jpg
DOI: 10.5281/zenodo.16454770
title: 1-fatal_findings_cover_assamese.jpg
DOI: 10.15468/dl.jfk4mc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kyllinga nemoralis",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051015-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9cunjg
title: Occurrence Download

description: A dataset containing 17415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbalaria muralis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17415 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051020-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arhxr8
title: Occurrence Download

description: A dataset containing 11521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cytisus scoparius",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11521 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051017-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq78mv
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cytisus scoparius",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 216 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051016-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwfzv2
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pterygoplichthys disjunctivus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 261 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051021-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peg9em
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbalaria muralis",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051018-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxqnkj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pennisetum purpureum",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051022-250717081556266/datasets/export for details.
DOI: 10.15468/dl.f4u7c3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pennisetum purpureum",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051023-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16454889
title: 1-fatal_findings_cover_avar.jpg
DOI: 10.5281/zenodo.16454890
title: 1-fatal_findings_cover_avar.jpg
DOI: 10.15468/dl.h86r5n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pennisetum purpureum",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051024-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3zzy8p
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus serotina",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051027-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9rb2c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Osteochilus brachynotopteroides)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051025-250717081556266/datasets/export for details.
DOI: 10.15468/dl.v4xgr3
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbalaria muralis",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 267 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051026-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tf22mr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pennisetum purpureum",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051030-250717081556266/datasets/export for details.
DOI: 10.15468/dl.u5u33f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corydospiza carbonaria)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051029-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16454971
title: 1-fatal_findings_cover_awadhi.jpg
DOI: 10.5281/zenodo.16454972
title: 1-fatal_findings_cover_awadhi.jpg
DOI: 10.15468/dl.kp6zdd
title: Occurrence Download

description: A dataset containing 833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cytisus scoparius",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 833 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051032-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkbg9h
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cytisus scoparius",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 244 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051033-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zptpjq
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus serotina",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051035-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy6zpy
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbalaria muralis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051034-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ep4sa8
title: Occurrence Download

description: A dataset containing 1859465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corvus monedula)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1859465 records from 2766 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051001-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5etu6
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "Geometry POLYGON((-117.63226 32.57327,-114.97352 28.36744,-115.62731 27.94473,-109.91756 22.50642,-108.95867 23.3494,-114.712 31.68744,-117.63226 32.57327))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lichanura trivirgata",
 "Year 2015-2025"
 ]
}

 The dataset includes 75 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009051-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vv66tp
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Plant Specimen from Herbarium (CDBI) in China, Chengdu Institute of Botany, Chinese Academy of Sciences",
 "TaxonKey is Phoebe zhennan S.K.Lee & F.N.Wei"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229438-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gu94g
title: Occurrence Download

description: A dataset containing 55242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Araceae"
 ]
}

 The dataset includes 55242 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213961-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch5y5t
title: Occurrence Download

description: A dataset listing the 31715 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2010"
 ]
}

 The dataset's 31715 records were derived from 776 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250123-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.