cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh1374810.10fu
title: SH1374810.10FU

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/sh1374811.10fu
title: SH1374811.10FU

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/sh1374812.10fu
title: SH1374812.10FU

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/sh1374817.10fu
title: SH1374817.10FU

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/sh1374818.10fu
title: SH1374818.10FU

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: 10.5281/zenodo.11086593
title: Literature Search from SECURE Deliverable 1.2: STATE-OF-THE-ART on Tenure Track-Like Models

description: SECURE Deliverable 1.2: STATE-OF-THE-ART on Tenure Track-Like Models (https://doi.org/10.5281/zenodo.10066388) included a State-of-the-Art on Tenure Track-Like Models.

The literature review data is available as:



an online library on Zotero - https://www.zotero.org/groups/5436703/secure_project_library/library

Microsoft Excel files (xlsx) and

CSV (comma-separated values) files.


The selected literature is separated into the following headings:



Career development and assessment for tenure track-like models

Overall Literature for Tenure Track-Like Model

Review of Funding Schemes for Tenure Track-Like Models

Review of recruitment and employment conditions for tenure track-like models
DOI: 10.5281/zenodo.11086594
title: Literature Search from SECURE Deliverable 1.2: STATE-OF-THE-ART on Tenure Track-Like Models

description: SECURE Deliverable 1.2: STATE-OF-THE-ART on Tenure Track-Like Models (https://doi.org/10.5281/zenodo.10066388) included a State-of-the-Art on Tenure Track-Like Models.

The literature review data is available as:



an online library on Zotero - https://www.zotero.org/groups/5436703/secure_project_library/library

Microsoft Excel files (xlsx) and

CSV (comma-separated values) files.


The selected literature is separated into the following headings:



Career development and assessment for tenure track-like models

Overall Literature for Tenure Track-Like Model

Review of Funding Schemes for Tenure Track-Like Models

Review of recruitment and employment conditions for tenure track-like models
DOI: 10.15468/dl.cz2xyw
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamogeton ×lanceolatus Sm."
 ]
}

 The dataset includes 81 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273148-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hynh2x
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Country is Botswana",
 "OccurrenceStatus is Present",
 "TaxonKey is Imperata cylindrica (L.) P.Beauv.",
 "Year 2000-2023"
 ]
}

 The dataset includes 68 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276861-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggv3bp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix sphaeronymphoides Y.L.Chou",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268084-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6pfvc
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamogeton ×ogdenii Hellq. & R.L.Hilton"
 ]
}

 The dataset includes 64 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273163-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exptjh
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((20.27254 -21.73767,28.8016 -21.73767,28.8016 -15.99655,20.27254 -15.99655,20.27254 -21.73767))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Syncerus caffer (Sparrman, 1779)"
 ]
}

 The dataset includes 349 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276880-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8mth6
title: Occurrence Download

description: A dataset containing 442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crassula natans var. minus (Eckl. & Zeyh.) G.D.Rowley)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 442 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067242-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xef4eu
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix tenella C.K.Schneid.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268086-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bjxr5
title: Occurrence Download

description: A dataset containing 5045763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-88.32481 37.01835,-81.50967 37.01835,-81.50967 38.66055,-88.32481 38.66055,-88.32481 37.01835))"
 ]
}

 The dataset includes 5045763 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273158-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzbvre
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "Country is Botswana",
 "Geometry POLYGON((19.43925 -27.28758,29.49164 -27.28758,29.49164 -17.32712,19.43925 -17.32712,19.43925 -27.28758))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Connochaetes taurinus (Burchell, 1823)",
 "Year 1968-2023"
 ]
}

 The dataset includes 301 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276870-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44tmae
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix zhegushanica N.Chao",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268090-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6thbz
title: Occurrence Download

description: A dataset containing 660762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-124.77 24.521,-66.949 24.521,-66.949 49.384,-124.77 49.384,-124.77 24.521))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Odonata",
 "Year 1980-2023"
 ]
}

 The dataset includes 660762 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273146-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brd4v4
title: Occurrence Download

description: A dataset containing 556220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calidris canutus (Linnaeus, 1758))",
 "HasCoordinate is one of (true)"
 ]
}

 The dataset includes 556220 records from 458 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276845-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcvjnh
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix variegata Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 357 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268087-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbcx6c
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elymus africanus Á.Löve"
 ]
}

 The dataset includes 24 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276888-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zs43wa
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "Country is Marshall Islands"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025437-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ddarj
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix wolohoensis C.K.Schneid.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268088-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69xeeh
title: Occurrence Download

description: A dataset containing 1941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Phegornis mitchellii (Fraser, 1845)"
 ]
}

 The dataset includes 1941 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276885-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8sja8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamogeton ×rectifolius A.Benn."
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273175-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6unr8t
title: Occurrence Download

description: A dataset containing 10191471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10191471 records from 2267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276863-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18668049
title: Construction and fitting of artificial neural networks assisted by radial basis function models, as well as the validation dataset for errors

description: A type of artificial neural network model (ANN) enriched with RBF (Radial Basis Function), including the construction and fitting of the radial basis function model-assisted artificial neural network, as well as the error verification dataset, for the optimization of high-speed ships.
DOI: 10.5281/zenodo.18668048
title: Construction and fitting of artificial neural networks assisted by radial basis function models, as well as the validation dataset for errors

description: A type of artificial neural network model (ANN) enriched with RBF (Radial Basis Function), including the construction and fitting of the radial basis function model-assisted artificial neural network, as well as the error verification dataset, for the optimization of high-speed ships.
DOI: 10.15468/dl.3xazrh
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes longirostris"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023901-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7yyab
title: Occurrence Download

description: A dataset containing 44139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Bactris acanthocarpa Mart., Bactris acanthocarpoides Barb.Rodr., Bactris aubletiana Trail, Bactris brongniartii Mart., Bactris caudata H.Wendl. ex Burret, Bactris coloniata L.H.Bailey, Bactris coloradonis L.H.Bailey, Bactris corossilla H.Karst., Bactris dianeura Burret, Bactris elegans Schaedtler, Bactris cuspidata Mart., Bactris gasipaes Kunth, Bactris gastoniana Barb.Rodr., Bactris gracilior Burret, Bactris grayumii de Nevers & A.J.Hend., Bactris guineensis (L.) H.E.Moore, Bactris hirta Mart., Bactris hondurensis Standl., Bactris killipii Burret, Bactris longiseta H.Wendl. ex Burret, Bactris major Jacq., Bactris maraja Mart., Bactris mexicana Mart., Bactris militaris H.E.Moore, Bactris oligocarpa Barb.Rodr., Bactris pliniana Granv. & A.J.Hend., Bactris rhaphidacantha Wess.Boer, Bactris setosa Mart., Bactris simplicifrons Mart., Bactris tomentosa Mart.)"
 ]
}

 The dataset includes 44139 records from 362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228132-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmmewe
title: Occurrence Download

description: A dataset containing 284929 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asparagus Tourn. ex L."
 ]
}

 The dataset includes 284929 records from 1605 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245528-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/n9g-fwt-5jh
title: Psychotria langbianensis Wernham

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z51-frl-mfh
title: Psychotria langbianensis Wernham

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.17524143
title: Neural network based heat load for the SPIRAL2 superconducting LINAC

description: SPIRAL2 is a superconducting linear accelerator (LINAC) operated at GANIL (Caen, France), consisting of 26 bulk niobium cavities cooled to 4 K. These cavities enable the acceleration of protons and heavy ions up to 33 MeV/u with beam currents reaching 5 mA. Continuous monitoring of the thermal load dissipated by the cavities during operation provides a sensitive indicator of their performance and stability. The datasets presented here capture these dynamic heat-load variations and serve as training material for the development of neural-network–based virtual observers. Several deep learning architectures—including dense neural networks (DNN), long short-term memory (LSTM) networks with and without attention mechanisms, convolutional neural networks (CNN), and hybrid stacked models—are explored to infer cavity behavior and detect anomalies in real time. These data and models contribute to advancing intelligent diagnostics and predictive maintenance for superconducting accelerator infrastructures.
DOI: 10.5281/zenodo.17524144
title: Neural network based heat load for the SPIRAL2 superconducting LINAC

description: SPIRAL2 is a superconducting linear accelerator (LINAC) operated at GANIL (Caen, France), consisting of 26 bulk niobium cavities cooled to 4 K. These cavities enable the acceleration of protons and heavy ions up to 33 MeV/u with beam currents reaching 5 mA. Continuous monitoring of the thermal load dissipated by the cavities during operation provides a sensitive indicator of their performance and stability. The datasets presented here capture these dynamic heat-load variations and serve as training material for the development of neural-network–based virtual observers. Several deep learning architectures—including dense neural networks (DNN), long short-term memory (LSTM) networks with and without attention mechanisms, convolutional neural networks (CNN), and hybrid stacked models—are explored to infer cavity behavior and detect anomalies in real time. These data and models contribute to advancing intelligent diagnostics and predictive maintenance for superconducting accelerator infrastructures.