cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/xvv-lch-ch2
title: Pectenogammarus foxi (Schellenberg, 1928)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.xeh6sh
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((68.03169 24.30761,113.96831 24.30761,113.96831 42.69239,68.03169 42.69239,68.03169 24.30761))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Procapra picticaudata Hodgson, 1846",
 "Year 2000-2025"
 ]
}

 The dataset includes 129 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106174-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lx4-gwt-c95
title: Niphargus schellenbergi S. Karaman, 1932

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pqz-zs3-459
title: Metaniphargus (Metaniphargus) curasavicus orientis Stock, 1977

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d41-17g-ngx
title: Metaniphargus (Caribdzia) longipes Stock, 1977

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vfe-z98-wjr
title: Pectenogammarus foxi (Schellenberg, 1928)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p68-xbe-gyc
title: Gammarus fossarum Koch, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.g537u4
title: Occurrence Download

description: A dataset containing 3509 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vegetation survey data of Forest genetic resources protected areas of Korea"
 ]
}

 The dataset includes 3509 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106170-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9rx-lrz-11q
title: Gammarus ibericus Margalef, 1951

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xvm-j3x-e16
title: Orchestia mediterranea A. Costa, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.3b4bwz
title: Occurrence Download

description: A dataset containing 13607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia scoparia (L.) A.J.Scott",
 "Year 1970-2025"
 ]
}

 The dataset includes 13607 records from 441 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106175-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17617/3.t4gpvg
title: d2Smell - Persimmon

description: Data collected as part of the D2Smell project. The data includes the following fields&lt;br&gt;Collection method: Sample in glass vial&lt;br&gt;Collection volume: 20 ml&lt;br&gt;Sampling method: static_headspace&lt;br&gt;Notes: After peeling and cutting, the persimmon sample was kept at room temperature for 10–15 minutes.
Trap heating rate set to MAX (the fastest heating rate possible which is approximately 60-100°C/s)
DOI: 10.17617/3.4aw0jt
title: d2Smell - Banana (ripped)

description: Data collected as part of the D2Smell project. The data includes the following fields&lt;br&gt;Collection method: Sample in glass vial&lt;br&gt;Collection volume: 20 ml&lt;br&gt;Mass of object sample: 7 g&lt;br&gt;Sampling method: static_headspace&lt;br&gt;Notes: After peeling and cutting, the banana sample was kept at room temperature for 10–15 minutes.
Trap heating rate set to MAX (the fastest heating rate possible which is approximately 60-100°C/s)
DOI: 10.15468/7zs87k
title: Seven New Species of Crayfish of the Genus Cherax (Crustacea, Decapoda, Parastacidae) from Western New Guinea, Indonesia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Lukhaup, Christian, Eprilurahman, Rury, Rintelen, Thomas von (2025): Seven New Species of Crayfish of the Genus Cherax (Crustacea, Decapoda, Parastacidae) from Western New Guinea, Indonesia. arthropoda 3 (2): 1-55, DOI: 10.3390/arthropoda3020010Abstract: Seven new species of the genus Cherax from the western region of Western New Guinea, Indonesia, are described and illustrated. All new species— Cherax veritas n. sp. from the southeastern part of Misool Island of Raja Ampat Regency, Southwest Papua; Cherax arguni n. sp. and Cherax kaimana n. sp. from the northern part of Kaimana Regency, West Papua; Cherax nigli n. sp. from the southeastern part of Kaimana Regency, West Papua; Cherax bomberai n. sp. from the northeastern part of the Fakfak Regency, West Papua; Cherax farhadii n. sp. and Cherax doberai n. sp. from the Teluk Bintuni Regency, West Papua—belong to the northern group of Cherax. The new species are compared with their closest relatives, from which they can all be easily distinguished by morphological characters, such as the shape of the chelae, rostrum, body, and by their coloration. A molecular phylogeny based on a mitochondrial gene fragment, 16S, supports the morphology-based description of the seven new species, which can also be clearly distinguished by sequence differences.
DOI: 10.6084/m9.figshare.31249918
title: Preliminary study of cryptic diversity of Sphaeriidae in springs [Pilotażowe badania kryptycznej różnorodności Sphaeriidae w źródliskach]

description: This dataset contains data collected from a preliminary study of cryptic diversity of Sphaeriidae in springs, aimed at characterising hidden species-level variation using an integrative approach combining field sampling, morphological identification, and molecular analyses. The dataset includes occurrence records, specimen metadata, and metadata for sampled springs. In addition, it provides genetic sequence data in .txt format (and/or aligned datasets). The dataset serves as a resource for researchers studying freshwater bivalve biodiversity, spring ecosystems, and conservation of microhabitat-specialist taxa, and is intended to support further taxonomic revision, comparative biogeographic analyses, and future monitoring efforts.
DOI: 10.6084/m9.figshare.31249918.v1
title: Preliminary study of cryptic diversity of Sphaeriidae in springs [Pilotażowe badania kryptycznej różnorodności Sphaeriidae w źródliskach]

description: This dataset contains data collected from a preliminary study of cryptic diversity of Sphaeriidae in springs, aimed at characterising hidden species-level variation using an integrative approach combining field sampling, morphological identification, and molecular analyses. The dataset includes occurrence records, specimen metadata, and metadata for sampled springs. In addition, it provides genetic sequence data in .txt format (and/or aligned datasets). The dataset serves as a resource for researchers studying freshwater bivalve biodiversity, spring ecosystems, and conservation of microhabitat-specialist taxa, and is intended to support further taxonomic revision, comparative biogeographic analyses, and future monitoring efforts.
DOI: 10.15468/dl.xthsw3
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "LifeStage is Adult",
 "MediaType is Image",
 "TaxonKey is Aedes albopictus"
 ]
}

 The dataset includes 1073 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012058-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00012501.0
title: Available datapackage for study 'Community Collaboration to Combat COVID-19'

description: This is randomized trial where households will be randomized to identify the optimal SARS-CoV-2 (COVID-19) testing modality in a population-representative sample of households in Baltimore City, Maryland. 1,386 households in Baltimore City will be randomized 1:1:1 to one of three testing modalities: 1) fixed-site standard of care testing; 2) community-based mobile van testing; or 3) self-collected home, based testing.
DOI: 10.15468/dl.qfyjmk
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Raja montagui"
 ]
}

 The dataset includes 339 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012055-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ue4qz
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphionema paludosum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 184 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012053-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ut7nu6
title: Occurrence Download

description: A dataset containing 1716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Angelica archangelica)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1716 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012056-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhje7y
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus unicolor"
 ]
}

 The dataset includes 114 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012057-260129131611470/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.31242556
title: Dataset for "<i>Toward Sociotechnical Awareness: Unpacking </i><i>Generative AI</i><i> Anxiety and Its Impact on Deep Engagement in the Post-Adoption Stage"</i>

description: This dataset contains the cleaned survey responses (N=899) from a study exploring the multidimensional psychological landscape of anxiety toward Generative AI. The data focuses on measuring AI anxiety alongside associated psychological factors and behavioral intentions. All data has been de-identified to protect participant privacy. For detailed variable definitions and the measurement scale, please refer to the supplementary materials of the corresponding manuscript.
DOI: 10.6084/m9.figshare.31242556.v1
title: Dataset for "<i>Toward Sociotechnical Awareness: Unpacking </i><i>Generative AI</i><i> Anxiety and Its Impact on Deep Engagement in the Post-Adoption Stage"</i>

description: This dataset contains the cleaned survey responses (N=899) from a study exploring the multidimensional psychological landscape of anxiety toward Generative AI. The data focuses on measuring AI anxiety alongside associated psychological factors and behavioral intentions. All data has been de-identified to protect participant privacy. For detailed variable definitions and the measurement scale, please refer to the supplementary materials of the corresponding manuscript.
DOI: 10.5281/zenodo.17544931
title: LLM-GeoDis

description: This dataset provides subnational geocoding for global disaster events recorded in the EM-DAT database (2000–2024). Each record has been automatically processed using a large language model (GPT-4o) to extract and standardize textual location information, cross-referenced with GADM, OpenStreetMap (OSM), and Wikidata. The dataset contains 14,215 disaster events across 17,948 unique locations, each linked to a GADM administrative unit (levels 1–2). It includes point geometries from Wikidata and OSM, and reprojected, gap-filled GADM geometries to ensure complete spatial coverage. The full database (~30 GB) is divided into five parts for easier distribution and handling. All records are linked to their corresponding EM-DAT entries and associated metadata.
DOI: 10.5281/zenodo.18486021
title: LLM-GeoDis

description: This dataset provides subnational geocoding for global disaster events recorded in the EM-DAT database (2000–2024). Each record has been automatically processed using a large language model (GPT-4o) to extract and standardize textual location information, cross-referenced with GADM, OpenStreetMap (OSM), and Wikidata. The dataset contains 14,215 disaster events across 17,948 unique locations, each linked to a GADM administrative unit (levels 1–2). It includes point geometries from Wikidata and OSM, and reprojected, gap-filled GADM geometries to ensure complete spatial coverage. The full database (~30 GB) is divided into five parts for easier distribution and handling. All records are linked to their corresponding EM-DAT entries and associated metadata.
DOI: 10.15468/dl.gvsnas
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.22435 37.45191,-0.83043 37.45191,-0.83043 37.70864,-1.22435 37.70864,-1.22435 37.45191))",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 45 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012059-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18486126
title: IMPROVING THE GRADE 8 CHEMISTRY TEXTBOOK IN SPECIALIZED SCHOOLS BASED ON THE STEAM APPROACH

description: The rapid development of science and technology requires significant changes in secondary education, particularly in the teaching of natural sciences. Chemistry, as a fundamental discipline, plays a crucial role in developing students’ scientific literacy and problem-solving skills. In recent years, the STEAM (Science, Technology, Engineering, Arts, and Mathematics) approach has gained increasing attention as an effective educational model that integrates interdisciplinary knowledge and fosters creativity, critical thinking, and practical skills. This article examines ways to improve the Grade 8 chemistry textbook used in specialized schools based on the STEAM approach. The study analyzes the integration of interdisciplinary content, project-based learning, experimental activities, and real-life applications into chemistry education. The findings highlight that a STEAM-oriented chemistry textbook can significantly enhance students’ motivation, conceptual understanding, and practical competencies.
DOI: 10.5281/zenodo.18486125
title: IMPROVING THE GRADE 8 CHEMISTRY TEXTBOOK IN SPECIALIZED SCHOOLS BASED ON THE STEAM APPROACH

description: The rapid development of science and technology requires significant changes in secondary education, particularly in the teaching of natural sciences. Chemistry, as a fundamental discipline, plays a crucial role in developing students’ scientific literacy and problem-solving skills. In recent years, the STEAM (Science, Technology, Engineering, Arts, and Mathematics) approach has gained increasing attention as an effective educational model that integrates interdisciplinary knowledge and fosters creativity, critical thinking, and practical skills. This article examines ways to improve the Grade 8 chemistry textbook used in specialized schools based on the STEAM approach. The study analyzes the integration of interdisciplinary content, project-based learning, experimental activities, and real-life applications into chemistry education. The findings highlight that a STEAM-oriented chemistry textbook can significantly enhance students’ motivation, conceptual understanding, and practical competencies.
DOI: 10.15468/dl.6gvx5m
title: Occurrence Download

description: A dataset containing 14395110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2000-2026"
 ]
}

 The dataset includes 14395110 records from 1702 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012021-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1217752.10fu
title: SH1217752.10FU

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/sh1217753.10fu
title: SH1217753.10FU

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/sh1217756.10fu
title: SH1217756.10FU

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/sh1217761.10fu
title: SH1217761.10FU

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/sh1217762.10fu
title: SH1217762.10FU

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.