cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29066588.v1
title: DATOS CUANTITATIVOS.xlsx

description: Organización de los datos cuantitativos recogidos durante el estudio: Impacto de Modelos de Lenguaje Grande Multimodal (LMM) con Visión de Pantalla frente a LMM Sin Visión de pantalla en la Educación Superior: Un Estudio Cuasi-experimental.
DOI: 10.5281/zenodo.15268226
title: List of Raman spectroscopy databases

description: Comprehensive and curated list of openly accessible online Raman databases with information about their content and origin. Their FAIRness level has also been evaluated.

A tab with some relevant propietary Raman databases is also included as complementary information on the availability of Raman data

This is a living document, check the latest version in Zenodo! If you are aware of new databases or want to suggest modifications to the table, please let us know and we will update it.

Disclaimer: This list of Raman spectroscopy databases is provided solely for informational purposes. Users are advised to evaluate each database individually to determine its suitability for specific needs. We provide a rough FAIRness indicator based on our best efforts. The FAIRness level of each database has not been independently assessed, and no guarantee is made regarding their adherence to FAIR standards. Additional informational fields, such as data format, licensing terms, method of access, etc., are included where available but are not guaranteed to be accurate, complete, or up to date. These attributes are based on publicly available information and may change over time. The compilers of this list do not take responsibility for the content, accuracy, availability, or usability of the databases listed, nor for any decisions made based on this information. Users should consult the original sources for the most current and authoritative details.
DOI: 10.5281/zenodo.15086060
title: List of standards related to Raman spectroscopy

description: Comprehensive list of existing and under development standards related to Raman spectroscopy, including documents and certified reference materials, clasifid by topic.

This is a copy of a living document; an updated version will be regularly uploaded. If you are aware of a certified reference material or standard document that is not included in the table or want to suggest a correction, please send us the information. Thank you!

For more details the readers are referred to:  

Ntziouni, A., Thomson, J., Xiarchos, I., Li, X., Bañares, M. A., Charitidis, C., Portela, R., & Lozano Diz, E. (2022). Review of Existing Standards, Guides, and Practices for Raman Spectroscopy. Applied Spectroscopy, 76(7), 747–772. https://doi.org/10.1177/00037028221090988
DOI: 10.5281/zenodo.15268225
title: List of Raman spectroscopy databases

description: Comprehensive and curated list of openly accessible online Raman databases with information about their content and origin. Their FAIRness level has also been evaluated.

A tab with some relevant propietary Raman databases is also included as complementary information on the availability of Raman data

This is a living document, check for the latest version in Zenodo https://doi.org/10.5281/zenodo.15268225! If you are aware of new databases or want to suggest modifications to the table, please let us know and we will update it.

Disclaimer: This list of Raman spectroscopy databases is provided solely for informational purposes. Users are advised to evaluate each database individually to determine its suitability for specific needs. We provide a rough FAIRness indicator based on our best efforts. The FAIRness level of each database has not been independently assessed, and no guarantee is made regarding their adherence to FAIR standards. Additional informational fields, such as data format, licensing terms, method of access, etc., are included where available but are not guaranteed to be accurate, complete, or up to date. These attributes are based on publicly available information and may change over time. The compilers of this list do not take responsibility for the content, accuracy, availability, or usability of the databases listed, nor for any decisions made based on this information. Users should consult the original sources for the most current and authoritative details.
DOI: 10.5281/zenodo.15394102
title: List of Raman spectroscopy databases

description: Comprehensive and curated list of openly accessible online Raman databases with information about their content and origin. Their FAIRness level has also been evaluated.

A tab with some relevant propietary Raman databases is also included as complementary information on the availability of Raman data

This is a living document, check for the latest version in Zenodo https://doi.org/10.5281/zenodo.15268225! If you are aware of new databases or want to suggest modifications to the table, please let us know and we will update it.

Disclaimer: This list of Raman spectroscopy databases is provided solely for informational purposes. Users are advised to evaluate each database individually to determine its suitability for specific needs. We provide a rough FAIRness indicator based on our best efforts. The FAIRness level of each database has not been independently assessed, and no guarantee is made regarding their adherence to FAIR standards. Additional informational fields, such as data format, licensing terms, method of access, etc., are included where available but are not guaranteed to be accurate, complete, or up to date. These attributes are based on publicly available information and may change over time. The compilers of this list do not take responsibility for the content, accuracy, availability, or usability of the databases listed, nor for any decisions made based on this information. Users should consult the original sources for the most current and authoritative details.
DOI: 10.7294/29042675
title: LLM-Based Heuristic Evaluations of High- and Low-Fidelity Prototypes (GPT-4o)

description: This dataset contains structured usability evaluation data for a range of user interface prototypes, assessed using Nielsen’s 10 heuristic principles. It includes:<b>Prototype_Metadata.csv</b> – Metadata for each prototype, specifying its name, fidelity level (high or low), domain, and source URL.<b>IRR_Results.csv</b> – Inter-Rater Reliability (IRR) results comparing human evaluator agreement across ten heuristics.<b>EvaluationTemplate.rtf</b> – A standardized evaluation template used by both human raters and GPT-4o to ensure consistent heuristic assessment.<b>LLM_Evaluation folder</b> – Structured evaluations conducted by GPT-4o across two phases (<i>LLM Evaluation 1</i> and <i>LLM Evaluation 2</i>), each divided into high-fidelity and low-fidelity prototypes. Each prototype file contains issue identification, severity ratings (0–4), and heuristic-based recommendations.This dataset supports research on AI-assisted usability evaluation, enabling comparison between LLM and human assessments, and analysis of prototype usability across domains and fidelity levels.
DOI: 10.7294/29042675.v1
title: LLM-Based Heuristic Evaluations of High- and Low-Fidelity Prototypes (GPT-4o)

description: This dataset contains structured usability evaluation data for a range of user interface prototypes, assessed using Nielsen’s 10 heuristic principles. It includes:<b>Prototype_Metadata.csv</b> – Metadata for each prototype, specifying its name, fidelity level (high or low), domain, and source URL.<b>IRR_Results.csv</b> – Inter-Rater Reliability (IRR) results comparing human evaluator agreement across ten heuristics.<b>EvaluationTemplate.rtf</b> – A standardized evaluation template used by both human raters and GPT-4o to ensure consistent heuristic assessment.<b>LLM_Evaluation folder</b> – Structured evaluations conducted by GPT-4o across two phases (<i>LLM Evaluation 1</i> and <i>LLM Evaluation 2</i>), each divided into high-fidelity and low-fidelity prototypes. Each prototype file contains issue identification, severity ratings (0–4), and heuristic-based recommendations.This dataset supports research on AI-assisted usability evaluation, enabling comparison between LLM and human assessments, and analysis of prototype usability across domains and fidelity levels.
DOI: 10.15468/dl.wvfc9y
title: Occurrence Download

description: A dataset containing 1601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium coccineum (Nutt. ex Hook.) Kuntze"
 ]
}

 The dataset includes 1601 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030875-250426092105405/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.29066603
title: Demo for scale snapshot topology distance

description: The origin-destination taxi trajectories are from an anonymous taxi company collected in Wuhan. Due to the confidentiality agreement, we provide data aggregated at coarse scales.The required Python packages are as follows:dionysus 2.0.6matplotlib 3.4.2networkx 2.6.2numpy 1.19.5pandas 1.1.3ripser 0.4.1
DOI: 10.6084/m9.figshare.29066603.v1
title: Demo for scale snapshot topology distance

description: The origin-destination taxi trajectories are from an anonymous taxi company collected in Wuhan. Due to the confidentiality agreement, we provide data aggregated at coarse scales.The required Python packages are as follows:dionysus 2.0.6matplotlib 3.4.2networkx 2.6.2numpy 1.19.5pandas 1.1.3ripser 0.4.1
DOI: 10.34740/kaggle/dsv/11812939
title: DisProtBenchmark
DOI: 10.15468/dl.rjwjta
title: Occurrence Download

description: A dataset containing 1601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium coccineum (Nutt. ex Hook.) Kuntze"
 ]
}

 The dataset includes 1601 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030876-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ff3xn9
title: Occurrence Download

description: A dataset containing 33668511 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Colombia"
 ]
}

 The dataset includes 33668511 records from 4832 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030887-250426092105405/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.27915453
title: Robust senescence evaluation by transcriptome-based hUSI to facilitate characterizing cellular senescence under various conditions

description: This data set includes RNA-seq data of 770 senecence-associated samples from public studies and was used for hUSI training and testing. We preprocessed all samples in a uniform pipeline and normalized counts (GEP_Counts_hUSI.csv) data in TPM (GEP_TPM_hUSI.csv).
DOI: 10.6084/m9.figshare.27915453.v1
title: Robust senescence evaluation by transcriptome-based hUSI to facilitate characterizing cellular senescence under various conditions

description: This data set includes RNA-seq data of 770 senecence-associated samples from public studies and was used for hUSI training and testing. We preprocessed all samples in a uniform pipeline and normalized counts (GEP_Counts_hUSI.csv) data in TPM (GEP_TPM_hUSI.csv).
DOI: 10.6084/m9.figshare.28882703.v1
title: Discovery of the α-emitting isotope <sup>210</sup>Pa

description: The data in Figs. 2 and 3 is in a macro file with the relevant text and plotting script executable with the analysis software ROOT. The data in Fig. 4 is in text format.
DOI: 10.6084/m9.figshare.28882703
title: Discovery of the α-emitting isotope <sup>210</sup>Pa

description: The data in Figs. 2 and 3 is in a macro file with the relevant text and plotting script executable with the analysis software ROOT. The data in Fig. 4 is in text format.
DOI: 10.3535/vss-k3e-27y
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.k7mty4
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023591-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/g7y-9jw-c6r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sws-vqy-a0g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wxy-cff-n6d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x5y-j22-fz6
title: †Lepidorbitoides socialis (Leymerie, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3sg-0sj-8yq
title: Trifarina Cushman, 1923

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sfl-rsk-des
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fwy-rv8-37g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b6v-xed-jt1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xk0-9ln-mtf
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pbe-x6m-q5q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smm-h22-3n1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5yn-l1c-sx6
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.38gydt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023589-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gbf-92f-dxt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vvl-qev-jaf
title: Cycloclypeus W.B. Carpenter, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tff-3tj-vhe
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tnc-f7r-cpg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.am53n2
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Chad",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023590-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/c4l-hf4-99r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fw8-tgm-zl2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rf3-j7j-b3h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5v2-0ml-1x5
title: Ammobaculites Cushman, 1910

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8k0-ycd-j9s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ct-0jz-ljn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vdq-3pn-44x
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/20m-hzp-ygs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bzl-09q-519
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/chx-9jk-qcp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g0e-8e1-dca
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hpy-frg-d2v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ce4-bfq-ms5
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pp2-zff-xkk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bnj-kqp-0tj
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6yf-18x-yza
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frx-dyd-ktz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1qj-fkj-zgq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e8c-639-a65
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dzc-j9k-89f
title: Cribrononion Thalmann, 1947

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z94-lak-blp
title: Bigenerina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdv-jyn-e5e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rrz82v
title: Occurrence Download

description: A dataset containing 4319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.14.3_2",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 4319 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012933-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15277298
title: Spatial Transcriptomics Datasets

description: Datasets from Visium, Slide-seq, Stereo-seq and STARmap Spatial Transcriptomics Technologies.
DOI: 10.15468/dl.389wzq
title: Occurrence Download

description: A dataset containing 1175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.51422 15.17217,157.73721 48.17954,93.89774 43.73442,98.05912 20.65765,117.27512 21.88539,121.51422 15.17217))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Teucrium japonicum"
 ]
}

 The dataset includes 1175 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028931-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmmh63
title: Occurrence Download

description: A dataset containing 27847 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dataset of Passerine bird communities in a mediterranean high mountain (Sierra Nevada, Spain)"
 ]
}

 The dataset includes 27847 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028930-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18241452
title: UTMP / Prime-Manifold / mu-metrics full archive dump 2026-01-14T08:31:01.499679+00:00

description: Draft deposition containing a comprehensive set of UTMP artifacts from Google Drive: freeze ZIP bundles plus supporting plots/tables/reports (PDF/CSV/JSON/TXT/NPY/TEX). Each file is hashed locally (SHA-256) and recorded in the receipt JSON.
DOI: 10.5281/zenodo.18241451
title: UTMP / Prime-Manifold / mu-metrics full archive dump 2026-01-14T08:31:01.499679+00:00

description: Draft deposition containing a comprehensive set of UTMP artifacts from Google Drive: freeze ZIP bundles plus supporting plots/tables/reports (PDF/CSV/JSON/TXT/NPY/TEX). Each file is hashed locally (SHA-256) and recorded in the receipt JSON.
DOI: 10.15468/dl.nruxq7
title: Occurrence Download

description: A dataset containing 4322 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventory of marine amphipod species from Italian waters: an update"
 ]
}

 The dataset includes 4322 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008469-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18242042
title: Angelphytum arnottii (Baker) H.Rob. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18242043
title: Angelphytum arnottii (Baker) H.Rob. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.15468/dl.j99h8v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.25.69_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008470-260108223611665/datasets/export for details.