cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12607333
title: Finding Ophthalmic Risk and Evaluating the Value of Eye exams and their predictive Reliability (FOREVER) - dataset

description: The Finding Ophthalmic Risk and Evaluating the Value of Eye exams and their predictive Reliability (FOREVER) dataset was developed in a collaborative effort with Synoptik A/S under the supervision of a consortium of international partners. It consists of extensive eye examinations carried out in optician stores, questionnaire responses, and for a subpopulation blood pressure measurements and saliva samples.

In addition to the tabular examination data, e.g. intraocular pressure and visual acuity, the database consists of fundus images and optical coherence tomography (OCT) scans for a subset of the participants obtained through following data extraction methods:



Fundus images are in DICOM format and can be analysed in a custom viewer or using the raw data. In addition, we provide vascular and optic cup/disc measurements extracted by AutoMorph.

The raw OCT data are stored as Topcon .fda files and cannot be made available. However, the pixel arrays and segmentations can be extracted and provided in NumPy or DICOM format. Additionally, summary metrics are accessible in tabular format. The entire file can be viewed in Topcon IMAGEnet 6. 


All participant data is linked to the Danish National Health Registries with information about the participants' personal health history, including prescriptions and hospital diagnoses and procedure codes.

To date, about 8000 saliva samples have been collected accompanied by 80,000 participants. An overall description of the data collection methods is provided on the website of Project FOREVER and in the corresponding method paper.

As the dataset contains personal sensitive information, access to the dataset can only be granted after an application is submitted and approved by the steering group via this https://redcap.regionh.dk/surveys/?s=ELEFHYYN9KKT7LRK.

After a positive decision, a data access contract will be signed between the two institutions. Authorized Users will then receive access to a secure compute environment. Please note that the data cannot be copied from the server, however, the access fee includes support for creating your personal subset of the dataset and assistance in moving necessary files onto the server. An overview of access fees is provided on the website. On the current platform it is possible to obtain access to an NVIDIA A100 GPU with a usage-based charge. 

The files attached to this Zenodo entry provide an overview of the variables included in the data. Please note that not all variables contain a value for each examination or participant. A complete overview of available entries is provided upon request.

If the dataset is used in a research project the results should be published and articles should cite the dataset as well as the related articles mentioned under Related Works.
description: Data collection, data storage & curation, and data management is financially supported by: 



Synoptik Fonden

Asta og Jul P. Justesens Fond

VELUX Fonden

Mauritzen La Fontaine Familiefond
DOI: 10.15468/dl.wzu5wk
title: Occurrence Download

description: A dataset containing 946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dendrolobium triangulare)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 946 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005864-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz7nzs
title: Occurrence Download

description: A dataset containing 949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyceria canadensis (Michx.) Trin.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 949 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165945-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.11q9so
title: Occurrence Download

description: A dataset containing 64821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 64821 records from 319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022849-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfgmbg
title: Occurrence Download

description: A dataset containing 1824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii Glover, 1877",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1824 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022852-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93bsxr
title: Occurrence Download

description: A dataset containing 71494 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bryophyte specimens of National Museum of Nature and Science (TNS)"
 ]
}

 The dataset includes 71494 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165852-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8crua7
title: Occurrence Download

description: A dataset containing 42736 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MSB Bird Collection (Arctos)"
 ]
}

 The dataset includes 42736 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022852-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yje5va
title: Occurrence Download

description: A dataset containing 442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elymus lanceolatus (Scribn. & J.G.Sm.) Gould",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 442 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165907-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcbzlx
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "TaxonKey is Prosopis alba Griseb."
 ]
}

 The dataset includes 82 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022852-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7ps4q
title: Occurrence Download

description: A dataset containing 453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Davidia involucrata Baill."
 ]
}

 The dataset includes 453 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176275-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dypw2m
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydrolycus armatus (Jardine, 1841))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 264 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048102-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghaa5n
title: Occurrence Download

description: A dataset containing 142010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 142010 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022857-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7qs4z
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cypripedium candidum Muhl. ex Willd.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 97 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176300-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9d53cz
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Goodyera repens (L.) R.Br.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 566 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176313-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqdm8m
title: Occurrence Download

description: A dataset containing 1824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii Glover, 1877",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1824 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022859-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26183/6npx-3z36
title: Application of virtual reality tools to screen for dementia in older adults

description: This dataset encapsulates three studies exploring the use of virtual reality (VR) in dementia diagnosis and cognitive assessment, highlighting the perspectives of healthcare professionals and older adults, as well as evaluating the feasibility and acceptability of VR modules across adults (aged 18-64) and older adults (aged 65+ years). It also includes an exploratory qualitative study involving healthcare professionals with expertise in dementia diagnosis identified VR as an innovative tool with better ecological validity than traditional assessments but noted significant barriers such as time, cost, and validity concerns. Overall, these studies suggest VR's promise in dementia diagnosis and cognitive assessment, describing the need for additional resources and tailored implementation strategies to address identified barriers.
<p>SDG Target 3.d | National and global health risks: Strengthen the capacity of all countries, in particular developing countries, for early warning, risk reduction and management of national and global health risks
<p>This dataset contains sensitive information that is unsuitable for open publication. To discuss the data, please contact Dr Joyce Siette Joyce.siette@westernsydney.edu.au ORCID 0000-0001-9568-5847.
DOI: 10.15468/dl.74k7y8
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acianthera ochreata (Lindl.) Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 259 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182629-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etl71v
title: Occurrence Download

description: A dataset containing 360101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is India"
 ]
}

 The dataset includes 360101 records from 208 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022856-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gswfx
title: Occurrence Download

description: A dataset containing 26871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Threskiornis melanocephalus (Latham, 1790)"
 ]
}

 The dataset includes 26871 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022860-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvvxts
title: Occurrence Download

description: A dataset containing 404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum latifolium L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 404 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165867-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zplpcs
title: Occurrence Download

description: A dataset containing 1824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii Glover, 1877",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1824 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022862-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7uusg
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diarrhena americana P.Beauv.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165851-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7jfxh
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum boreale Nash",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 357 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165858-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypelg9
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Hypsiboas punctatus (Schneider, 1799)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 288 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022862-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pjicb
title: Occurrence Download

description: A dataset containing 224611 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Paraguay",
 "Country is Argentina",
 "Country is Brazil",
 "Country is Bolivia (Plurinational State of)"
 ]
 },
 "TaxonKey is Anura"
 ]
}

 The dataset includes 224611 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022862-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctzqas
title: Occurrence Download

description: A dataset containing 2081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-2100.0",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tadarida brasiliensis (I.Geoffroy, 1824)",
 "Year 1980-2021"
 ]
}

 The dataset includes 2081 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005341-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfnkml
title: Occurrence Download

description: A dataset containing 14369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nettapus coromandelianus (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 14369 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022863-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9bjq8
title: Occurrence Download

description: A dataset containing 66743 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Macroalgal collection of National Museum of Nature and Science (TNS)"
 ]
}

 The dataset includes 66743 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165875-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5p722
title: Occurrence Download

description: A dataset containing 2868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vittadinia dissecta var. hirta N.T.Burb.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2868 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048104-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myfz2p
title: Occurrence Download

description: A dataset containing 1824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii Glover, 1877",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1824 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022864-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acxhqw
title: Occurrence Download

description: A dataset containing 212554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis palustris (L.) Roem. & Schult."
 ]
}

 The dataset includes 212554 records from 655 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165937-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1170101.10fu
title: SH1170101.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1170102.10fu
title: SH1170102.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1170103.10fu
title: SH1170103.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.