cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17623916
title: AED-in-vehicles cost–utility model: aggregated inputs, PSA distributions, model equations and example Python code

description: This repository contains the data and code package accompanying the manuscript“Automated external defibrillators in vehicles to close night-time and rural gaps: a European cost–utility analysis”.

The package includes:– AED_vehicles_base_case_inputs.xlsx: aggregated epidemiological, outcome, cost and scenario parameters used in the static cost–utility model, plus global settings and stratum-level calibration values.– AED_vehicles_PSA_distributions.xlsx: parameter ranges and triangular distributions used for probabilistic sensitivity analysis (PSA).– AED_vehicles_model_structure_equations.docx: technical appendix describing the model structure, assumptions and core equations.– AED_vehicles_model_example.py: example Python implementation of the model, reproducing the base-case results and PSA.– README_AED_vehicles_package.txt: documentation of all files and how to use them.

The simulation uses only published, aggregate data and official reports; no individual-level or identifiable patient data were collected or generated.
DOI: 10.5281/zenodo.12699164
title: TIMCI Kenya pre-post dataset

description: This dataset contains data from the TIMCI (Tools for Integrated Management of Childhood Illness) quasi-experimental pre-post study in Kenya (NCT05065320), which was conducted by the University of Nairobi (UoN) in collaboration with the Swiss Tropical & Public Health Institute (Swiss TPH). Data were collected with ODK between September 13, 2021 and February 8, 2023 in 19 facilities.

To request access to this dataset:



Contact the TIMCI consortium directly

Clearly state your intended purpose for data analysis


When using the data, please ensure proper attribution
DOI: 10.15468/dl.vbstpx
title: Occurrence Download

description: A dataset containing 688222756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2019-2021"
 ]
}

 The dataset includes 688222756 records from 20992 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037720-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/caq-s0t-15l
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vz2-jnm-zr8
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dn7-tza-55e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vfa-pga-vt0
title: Hexanchidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x5n-pgn-dyh
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zkg-23a-0he
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6t-896-3cx
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g30-wvc-6fb
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5k2-65z-vzk
title: Hypophylloceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/all-ncw-jxm
title: †Ptychophylloceras ptychoicum (Quenstedt, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcw-sv9-rqt
title: Volutidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mf0-j8y-15a
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s8l-mxp-hxr
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34740/kaggle/dsv/12810240
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/g3z-13a-lll
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vdh-703-h59
title: Cervus elaphus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1an-w60-tpe
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ta9-p5f-51e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3da-nx8-hx4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8v7-ks7-0j4
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g6y-hmv-w0b
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y41-bw3-df5
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0x-02l-z58
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0dn-lpl-c6x
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7r2-e8e-w34
title: Lobophyllia de Blainville, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0by-t2g-6h4
title: Bos taurus primigenius Bojanus, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3qz-m0f-y2s
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sgb-gqw-s7e
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/62z-k46-x77
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nq5-5jp-d3f
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qyv-le8-cyc
title: Ptychophylloceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xc0-8rw-s5p
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dzq-5qr-864
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qnh-xvy-nn5
title: †Cypridina (Cypridina) Milne Edwards, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m7b-wwg-16g
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8cj-3v7-yz9
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/en9-327-q9x
title: Cervus elaphus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3vb-4f8-qjw
title: Thurmanniceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bq2-fkv-qd8
title: Holcophylloceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e2e-wa5-4hm
title: †Conulus Leske, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pev-x2y-qv7
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e23-f7q-fwg
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rbj-0xv-scl
title: Ptychophylloceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.69pujm
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pyropia suborbiculata (Kjellm.) J.E.Sutherl., H.G.Choi, M.S.Hwang & W.A.Nelson"
 ]
}

 The dataset includes 295 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004071-250515123054153/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.29093648
title: Toy dataset and R code for GbNEA

description: This repository contains the toy dataset and R code that was used in analyses in paper titled "Gene behaviors-based network enrichment analysis and its application to reveal immune disease pathways enriched with COVID-19 severity specific gene networks".<br>
DOI: 10.15468/dl.dbp3zq
title: Occurrence Download

description: A dataset containing 2064144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Philanthus triangulum (Fabricius, 1775), Syrphus torvus Osten Sacken, 1875, Anthrenus verbasci (Linnaeus, 1767), Harmonia axyridis (Pallas, 1773), Dione vanillae (Linnaeus, 1758), Junonia grisea, Occidryas chalcedona (Doubleday), Coenonympha california california, Bombus vancouverensis nearcticus Handlirsch, 1888, Erynnis tristis (Boisduval, 1852), Celastrina ladon echo (Edwards, 1864), Largus californicus (Van Duzee, 1923), Adela trigrapha Zeller, 1875, Sphaerophoria scripta (Linnaeus, 1758), Pontia protodice (Boisduval & Leconte, 1830), Mischocyttarus flavitarsis (de Saussure, 1854), Agriotes gallicus Lacordaire, 1835, Chrysanthia geniculata Heyden, 1877, Larinus turbinatus Gyllenhal, 1835, Icaricia acmon, Chlosyne palla (Boisduval, 1852), Hippodamia convergens Guérin-Méneville, 1842, Lycaena dispar (Haworth, 1803), Anthrenus sophonisba Beal, 1998, Cosmosalia chrysocoma (Kirby, 1837), Callimoxys fuscipennis LeConte, 1861, Anastrangalia laetifica (LeConte, 1859), Acmaeodera labyrinthica Fall, 1899, Acmaeodera connexa LeConte, 1859, Brachysomida californica (LeConte, 1851), Idaea aversata (Linnaeus, 1758), Bombus crotchii Cresson, 1879, Anthophora bomboides Kirby, 1837, Anthrenus pimpinellae Fabricius, 1775, Sitochroa palealis (Denis & Schiffermüller), 1775, Syritta flaviventris Macquart, 1842, Lycaena alciphron (von Rottemburg, 1775), Bombus flavidus Eversmann, 1852, Lycaena virgaureae (Linnaeus, 1758), Trichius gallicus Dejean, 1821, Oedemera femorata (Scopoli, 1763), Andrena w-scripta Viereck, 1904, Physocephala texana (Williston, 1882), Bombus terricola Kirby, 1837, Compsomyiops callipes (Bigot, 1877), Fazia micrura (Osten Sacken, 1877), Xylocopa tabaniformis orpifex Smith, 1874, Megachile perihirta Cockerell, 1898, Halictus farinosus Smith, 1853, Eristalis stipator Osten Sacken, 1877)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2064144 records from 3061 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004064-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240176v1
title: Global Polyethylene Furanoate Market Analysis

description: The global Polyethylene Furanoate (PEF) Market was valued at
USD 36.75 million in 2024 and is estimated to grow to USD 39.84 million by
2025. The market is projected to reach USD 59.63 million by 2030, registering a
compound annual growth rate (CAGR) of 8.40% from 2025 to 2030. Growth is driven
by increasing demand for sustainable packaging alternatives, stringent
environmental regulations, and expanding applications in the food and beverage
industry.<br><br>For more information visit: https://www.nextmsc.com/report/polyethylene-furanoate-market-mc3530
DOI: 10.15468/dl.xu3k7b
title: Occurrence Download

description: A dataset containing 120335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is iNaturalist Research-grade Observations",
 "StateProvince is New Brunswick",
 "Year 2023-2025"
 ]
}

 The dataset includes 120335 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028946-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewf8g2
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Gabon, Cameroon)",
 "TaxonKey is Dalbergia nervosa O.Lachenaud"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014718-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e34bpe
title: Occurrence Download

description: A dataset containing 1395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campylorhynchus brunneicapillus (Lafresnaye, 1835)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "Year is greater than or equal to 1810",
 "Year is less than or equal to 2019",
 "Month is greater than or equal to April",
 "Month is less than or equal to September",
 "EventDate is not null",
 "Country is United States of America",
 "Geometry POLYGON((-63 22, -63 51, -126 51, -126 22, -63 22))"
 ]
}

 The dataset includes 1395 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011004-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anywrb
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Globodera pallida (Stone, 1973) Behrens, 1975, Heterodera pallida Stone, 1973)"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006182-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18247586
title: Mehlsack, Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.757bnt
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Geometry POLYGON((120 39,123 39,123 42,120 42,120 39))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Haliaeetus albicilla"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009441-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18247594
title: Baccharis pedersenii Cabrera. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18247593
title: Baccharis pedersenii Cabrera. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.15468/dl.w7qfgj
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Gossypium hirsutum, Gossypium barbadense, Gossypium arboreum, Gossypium herbaceum)"
 ]
}

 The dataset includes 383 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009440-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244141
title: Nutrition, Physical Activity, and Obesity - National Immunization Survey (Breastfeeding)

description: This dataset includes breastfeeding data from the National Immunization Survey (NIS). This data is used for DNPAO's Data, Trends, and Maps database, which provides national and state specific data on obesity, nutrition, physical activity, and breastfeeding. For more information about breastfeeding and NIS visit https://www.cdc.gov/breastfeeding/data/nis_data/index.htm.
Read less
description: (Downloaded 1/14/2026)
DOI: 10.15468/dl.b7vfrz
title: Occurrence Download

description: A dataset containing 209723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta",
 "Year 2000-2026"
 ]
}

 The dataset includes 209723 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009376-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244141v1
title: Nutrition, Physical Activity, and Obesity - National Immunization Survey (Breastfeeding)

description: This dataset includes breastfeeding data from the National Immunization Survey (NIS). This data is used for DNPAO's Data, Trends, and Maps database, which provides national and state specific data on obesity, nutrition, physical activity, and breastfeeding. For more information about breastfeeding and NIS visit https://www.cdc.gov/breastfeeding/data/nis_data/index.htm.
Read less
description: (Downloaded 1/14/2026)
DOI: 10.5281/zenodo.18247600
title: Baccharis pentziifolia. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18247601
title: Baccharis pentziifolia. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.15468/dl.7arpbf
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.34.87_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 136 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009442-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tw26x
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abramis brama",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 1954"
 ]
}

 The dataset includes 52 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009443-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18247606
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS260114q Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS260114q Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.18247607
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS260114q Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS260114q Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract