cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nnzywc
title: Occurrence Download

description: A dataset containing 2371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abuta sandwithiana, Abuta seemannii, Abuta solimoesensis, Acacia alemquerensis, Acacia altiscandens, Acacia bonariensis, Acacia glomerosa, Acacia hayesii, Acacia kuhlmannii, Acacia loretensis)",
 {
 "or" : [
 "Year is greater than or equal to 1850",
 "HasCoordinate is true"
 ]
 },
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Continent is one of (South America, North America)"
 ]
}

 The dataset includes 2371 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002050-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18802048
title: Dataset-Level Reliability Assessment of LLM-Extracted Metallurgical Data: High-Chromium Steels Corpus

description: This dataset contains structured experimental information extracted from 23,861 full-text journal articles (2005–2025) on high-chromium steels (8–20 wt.% Cr) using a staged large language model (LLM) workflow. The corpus was retrieved in XML format via the Elsevier API and filtered for domain relevance prior to preprocessing and extraction.

The dataset comprises three primary data domains:





Chemical composition (CC): alloy compositions reported in wt.%.




Heat treatment (HT): processing parameters including temperatures, times, and treatment sequences.




Phase-related data (PS): secondary phase identity and reported particle sizes.



Extraction was performed through a multi-stage pipeline including: (i) LLM-based text classification, (ii) structured data extraction, and (iii) automated LLM-based review for error characterisation. The review stage labels extracted entries according to three error categories:





Fabricated Data (FD)




Missing Data (MD)




Swapped Data (SD)



Entries flagged during automated review are retained with diagnostic labels, enabling downstream risk-aware filtering rather than binary acceptance/rejection.

Post-review filtering yielded 36,658 composition-related data points from 19,539 unique articles. Within the 8–20 wt.% Cr subset, 12,399 heat-treatment records and 11,895 phase-related entries are included. Targeted manual sampling indicates residual agreement rates of 97.86% (CC), 96.78% (HT), and 85.31% (PS), with remaining errors dominated by phase-scale misclassification and fabrication in semantically ambiguous context.

This dataset is not presented as error-free. Instead, it provides structured metallurgical data together with explicit uncertainty characterisation, enabling quantitative assessment of residual risk prior to downstream statistical modelling, alloy design studies, or meta-analysis.

The repository also links to the extraction and evaluation code used to generate and review the dataset, supporting methodological transparency and reproducibility.
DOI: 10.5281/zenodo.18802047
title: Dataset-Level Reliability Assessment of LLM-Extracted Metallurgical Data: High-Chromium Steels Corpus

description: This dataset contains structured experimental information extracted from 23,861 full-text journal articles (2005–2025) on high-chromium steels (8–20 wt.% Cr) using a staged large language model (LLM) workflow. The corpus was retrieved in XML format via the Elsevier API and filtered for domain relevance prior to preprocessing and extraction.

The dataset comprises three primary data domains:





Chemical composition (CC): alloy compositions reported in wt.%.




Heat treatment (HT): processing parameters including temperatures, times, and treatment sequences.




Phase-related data (PS): secondary phase identity and reported particle sizes.



Extraction was performed through a multi-stage pipeline including: (i) LLM-based text classification, (ii) structured data extraction, and (iii) automated LLM-based review for error characterisation. The review stage labels extracted entries according to three error categories:





Fabricated Data (FD)




Missing Data (MD)




Swapped Data (SD)



Entries flagged during automated review are retained with diagnostic labels, enabling downstream risk-aware filtering rather than binary acceptance/rejection.

Post-review filtering yielded 36,658 composition-related data points from 19,539 unique articles. Within the 8–20 wt.% Cr subset, 12,399 heat-treatment records and 11,895 phase-related entries are included. Targeted manual sampling indicates residual agreement rates of 97.86% (CC), 96.78% (HT), and 85.31% (PS), with remaining errors dominated by phase-scale misclassification and fabrication in semantically ambiguous context.

This dataset is not presented as error-free. Instead, it provides structured metallurgical data together with explicit uncertainty characterisation, enabling quantitative assessment of residual risk prior to downstream statistical modelling, alloy design studies, or meta-analysis.

The repository also links to the extraction and evaluation code used to generate and review the dataset, supporting methodological transparency and reproducibility.
DOI: 10.15468/dl.mu4gus
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachischium tenuiceps"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002051-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/102.0430
title: Project_03 Q35 StudyTitle Pharmacology of sensitization and compulsive checking: dose-response profile of 8OHDPAT (0 0.03 0.125 0.25 and 1 mg/kg)

description: This study (Q35) is one of a series of studies performed in the Szechtman lab at McMaster University and deposited in the FRDR public repository as a collection under the name "A Digital Library of Behavioural Performance in Standardized Conditions - Szechtman Lab Collection". This collection as a whole constitutes a big dataset containing raw data objects of video, track, and path plot records of rats exploring for 55 minutes a large testing environment in a standardized paradigm during chronic treatment with psychostimulant drugs; for details of this big dataset see, https://www.frdr-dfdr.ca/repo/collection/szechtmanlab. The historical context for study Q35 was Project_03 entitled: "Pharmacology of sensitization and compulsive checking". Title of experiment in Q35 was "Effect of 8OHDPAT dose (0 0.03 0.125 0.25 and 1 mg/kg) on the development of sensitization and compulsive checking". Study Q35 was part also of a second project, Project_04 entitled: "Probing for drugs that mitigate sensitization and compulsive checking" where title of the experiment was "Effect of acute escitalopram on the expression of sensitization and compulsive checking".
DOI: 10.15468/dl.mznmy4
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Sphaeralcea parvifolia",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 266 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002052-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17950312
title: Population differences of chromosome 22q11.2 duplication structure predisposes differentially to microdeletion and inversion.

description: This is a dataset related to the study of human chromosome 22q11.2 region. This dataset contains FASTA sequences extracted from the region of interest (ROI) 18-23 Mbp corresponding to T2T-CHM13 reference. There are FASTA sequences for 135 diverse human haplotypes and 12 haplotypes of nonhuman primates. Lastly, there are 466 diverse human haplotypes (233 samples) from HGSVC and HPRC2 (release 2) extracted from the ROI.

In addition , there are also FASTA sequences for four common repeat units (25, 28, 41, 105, and 120 kbp in size) defined within the 22q11.2 region.

Last, there is Strand-seq pool data for 279 1KG (1000 Genomes Project) samples, used for inversion genotyping at 22q11.2, released as both UCSC Genome Browser formatted BED files and BAM files.

All assemblies, except of HPRC2, were previously published as part of Human Pangenome Reference Consortium (HPRC1 - release 1) (Liao et al. 2023), Human Genome Structural Variation Consortium (HGSVC) (G. A. Logsdon et al. 2025), or recent study of ape genomes (Yoo et al. 2025).

See README file for more details.
DOI: 10.5281/zenodo.15790792
title: Population differences of chromosome 22q11.2 duplication structure predisposes differentially to microdeletion and inversion.

description: This is a dataset related to the study of human chromosome 22q11.2 region. This dataset contains FASTA sequences extracted from the region of interest (ROI) 18-23 Mbp corresponding to T2T-CHM13 reference. There are FASTA sequences for 135 diverse human haplotypes and 12 haplotypes of nonhuman primates. Lastly, there are 466 diverse human haplotypes (233 samples) from HGSVC and HPRC2 (release 2) extracted from the ROI.

In addition , there are also FASTA sequences for four common repeat units (25, 28, 41, 105, and 120 kbp in size) defined within the 22q11.2 region.

Last, there is Strand-seq pool data for 279 1KG (1000 Genomes Project) samples, used for inversion genotyping at 22q11.2, released as both UCSC Genome Browser formatted BED files and BAM files.

All assemblies, except of HPRC2, were previously published as part of Human Pangenome Reference Consortium (HPRC1 - release 1) (Liao et al. 2023), Human Genome Structural Variation Consortium (HGSVC) (G. A. Logsdon et al. 2025), or recent study of ape genomes (Yoo et al. 2025).

See README file for more details.
DOI: 10.5281/zenodo.18800708
title: Data for exploiting network topology in brain-scale simulations of spiking neural networks
DOI: 10.5281/zenodo.18800707
title: Data for exploiting network topology in brain-scale simulations of spiking neural networks
DOI: 10.15468/dl.jbpfz8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Lamprologus lethops"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002053-260226173443078/datasets/export for details.
DOI: 10.3535/1e5-6wk-wc7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/195-8rq-d4n
title: Cytheridea (Cytheridea) Bosquet, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n1y-by0-f36
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezk-fm1-ja3
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wc5-tm5-xny
title: Turricula Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cke-2te-6fh
title: Conus loroisii Kiener, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xbd-8bk-9tl
title: †Epiphaxum vermiculatum (Felix, 1903)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6r5-mkp-wct
title: †Granulolabium plicatum (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rtt-6pg-rm0
title: Harpoceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/21b-fqg-grb
title: Rhynchonellata Williams, Carlson, Brunton, Holmer & Popov, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7bw-qxd-gk4
title: †Obesopleurostomella brevis (Schwager, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t7m-ql3-v9a
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/04f-dne-e30
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9j6-804-c78
title: Rhacophyllites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fg6-95e-07k
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s9j-5qh-wg5
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/en0-ffj-0pr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nl2-b4v-fk1
title: Medlicottia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7k3-55m-2pj
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cfs-sds-ywf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tb4-4ph-0jx
title: †Turritella incrassata J. Sowerby, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/12x-s3b-562
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c6z-wdy-yxs
title: Adrianites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/me7-r0x-0h5
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wbk-gw7-ejv
title: Ena W. Turton, 1831

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/380-vbt-mc9
title: Voluta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bvv-0vn-fnm
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/knr-asl-ptt
title: †Nummulites Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bce-2yf-z7s
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j64-b88-sfp
title: Belemnopsis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6f2-8sv-16w
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dzx-t4c-4yq
title: Nautilus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gga-d75-r5d
title: Astarte J. Sowerby, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lf0-abk-21h
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3f3-4de-77y
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gge-fjp-l8l
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz7-svj-pa8
title: †Metalegoceras sundaicum (Haniel, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e7w-7hl-ess
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n3e-85b-6pz
title: Pseudoflemingites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ag-31a-xe1
title: Daraelites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jph-0cr-x0a
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.8f7btm
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Cuculus saturatus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 351 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078906-250717081556266/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.31359910
title: Locket: More than human public intimacy in digital contexts

description: This article argues for the role of digital technologies in cultivating an ethic of attention and responsibility which act as gateways for climate action. The paper traces a closed-network photography app, Locket, as a digital method of capturing and archiving small, ephemeral moments of more-than-human public intimacy. Through image analysis of these moments of tenderness, this article highlights opportunities for bearing witness. These acts of noticing lead to opportunities for connection which are essential for sustainable climate action. This article investigates scale as a key barrier to mobilising individuals to undertake climate action, as global existential dread conflicts with a perspective that prioritises individual impacts and everyday practices as non-accumulative. Rather than succumb to apathy when confronted with the colossal and fearsome scale of climate disaster, sites of micro-public intimacy reduce the scope even further than the individual, for example to a single object contained in the lens of a smartphone camera. In this microcosm, human and more-than-human actors are regarded as objects of beauty or curiosity worthy of being archived. Small acts of witnessing and treasuring can serve as springboards for climate action in other ways which refute problems of scale and feelings of apathy.
DOI: 10.6084/m9.figshare.31359910.v1
title: Locket: More than human public intimacy in digital contexts

description: This article argues for the role of digital technologies in cultivating an ethic of attention and responsibility which act as gateways for climate action. The paper traces a closed-network photography app, Locket, as a digital method of capturing and archiving small, ephemeral moments of more-than-human public intimacy. Through image analysis of these moments of tenderness, this article highlights opportunities for bearing witness. These acts of noticing lead to opportunities for connection which are essential for sustainable climate action. This article investigates scale as a key barrier to mobilising individuals to undertake climate action, as global existential dread conflicts with a perspective that prioritises individual impacts and everyday practices as non-accumulative. Rather than succumb to apathy when confronted with the colossal and fearsome scale of climate disaster, sites of micro-public intimacy reduce the scope even further than the individual, for example to a single object contained in the lens of a smartphone camera. In this microcosm, human and more-than-human actors are regarded as objects of beauty or curiosity worthy of being archived. Small acts of witnessing and treasuring can serve as springboards for climate action in other ways which refute problems of scale and feelings of apathy.
DOI: 10.15468/dl.b95sxj
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Swartzia santanderensis"
 ]
}

 The dataset includes 64 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086866-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16686537
title: CLCplus Backbone 2023 (raster 10 m), Europe, 2-yearly, May 2025

description: Here we aggregate the CLC+ 2023 in a single 1 byte raster 
file for easier download.
DOI: 10.5517/cc9ggdl
title: CCDC 282019: Experimental Crystal Structure Determination

description: Related Article: Zheng Yuan, C.D.Entwistle, J.C.Collings, D.Albesa-Jove, A.S.Batsanov, J.A.K.Howard, N.J.Taylor, H.M.Kaiser, D.E.Kaufmann, Suk-Yue Poon, Wai-Yeung Wong, C.Jardin, S.Fathallah, A.Boucekkine, J.-F.Halet, T.B.Marder|2006|Chem.-Eur.J.|12|2758|doi:10.1002/chem.200501096
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9ggck
title: CCDC 282018: Experimental Crystal Structure Determination

description: Related Article: Zheng Yuan, C.D.Entwistle, J.C.Collings, D.Albesa-Jove, A.S.Batsanov, J.A.K.Howard, N.J.Taylor, H.M.Kaiser, D.E.Kaufmann, Suk-Yue Poon, Wai-Yeung Wong, C.Jardin, S.Fathallah, A.Boucekkine, J.-F.Halet, T.B.Marder|2006|Chem.-Eur.J.|12|2758|doi:10.1002/chem.200501096
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.