cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25824/redu/mmsxog
title: Dataset used in the master's thesis regarding the study of fluid inclusions in quartz from a gold deposit

description: This dataset comprises experimental results from a Master's thesis investigating quartz-hosted fluid inclusions in a gold deposit in Mato Grosso, Brazil. The data include photomicrographs of the fluid inclusions, Raman spectroscopy and microthermometry results, and generated diagrams and maps. Additionally, summary tables of the primary findings and supplementary data are provided.
DOI: 10.15468/dl.apjkb4
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen)",
 "Country is Italy",
 "Geometry POLYGON((9.0566 40.00265,9.79011 40.00265,9.79011 40.45247,9.0566 40.45247,9.0566 40.00265))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Papilio hospiton",
 "Year 2000-2025"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002457-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15270958
title: TABLE 2 in Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae)

description: TABLE 2. Variable nucleotide substitutions in the 643 base pairs long mt DNA COI barcode region of Oxynoemacheilus cilicicus and its most closely-related congener O. panthera (n=sample number)
Species, Locality, n, Genbank numberVariable nucleotides positions111111122222223333333334444444455625667783455899011147799011245671317469251876935840399091435842195729O. cilicicus (Göksu) (n=3)TGTTACCTTGAGAAAGAAAACCTCCTAATCATGCO. cilicicus (Göksu) (n=3).....T...............T.T....C.....O. cilicicus (Gölbaşı) (n=5).....T...............TCT.........-O. cilicicus (Seyhan) KJ553951.....T...............T.T...GC....-O. cilicicus (Seyhan) KJ553902...........A.....................-O. cilicicus (Ceyhan) KJ553994.....TT..............T.T..........O. cilicicus (Ceyhan) KJ553887C....T...............TCT..........O. panthera (Barada) (KJ554027).ACCG..CCAG.GGGAGGGGTACTTAG..TGCCTO. panthera (Barada) (KJ553971).ACCG..CCAG..G.AGGGGTACTTAG..TGCC-
description: Published as part of Kaya, Cüneyt, Turan, Davut, Bayçelebi, Esra, Kalayci, Gökhan & Freyhof, Jörg, 2020, Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae), pp. 289 in Zootaxa 4808 (2) on page 289, DOI: 10.11646/zootaxa.4808.2.3, http://zenodo.org/record/3933518
DOI: 10.5281/zenodo.15270959
title: TABLE 2 in Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae)

description: TABLE 2. Variable nucleotide substitutions in the 643 base pairs long mt DNA COI barcode region of Oxynoemacheilus cilicicus and its most closely-related congener O. panthera (n=sample number)
Species, Locality, n, Genbank numberVariable nucleotides positions111111122222223333333334444444455625667783455899011147799011245671317469251876935840399091435842195729O. cilicicus (Göksu) (n=3)TGTTACCTTGAGAAAGAAAACCTCCTAATCATGCO. cilicicus (Göksu) (n=3).....T...............T.T....C.....O. cilicicus (Gölbaşı) (n=5).....T...............TCT.........-O. cilicicus (Seyhan) KJ553951.....T...............T.T...GC....-O. cilicicus (Seyhan) KJ553902...........A.....................-O. cilicicus (Ceyhan) KJ553994.....TT..............T.T..........O. cilicicus (Ceyhan) KJ553887C....T...............TCT..........O. panthera (Barada) (KJ554027).ACCG..CCAG.GGGAGGGGTACTTAG..TGCCTO. panthera (Barada) (KJ553971).ACCG..CCAG..G.AGGGGTACTTAG..TGCC-
description: Published as part of Kaya, Cüneyt, Turan, Davut, Bayçelebi, Esra, Kalayci, Gökhan & Freyhof, Jörg, 2020, Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae), pp. 289 in Zootaxa 4808 (2) on page 289, DOI: 10.11646/zootaxa.4808.2.3, http://zenodo.org/record/3933518
DOI: 10.5281/zenodo.15270960
title: TABLE 3 in Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae)

description: TABLE 3. Morphometric data of Oxynoemacheilus cilicicus (holotype FFR 15579 and paratypes FFR 15560, n=19). The calculations include the holotype.
holotypeholotype & paratypesmeanminmaxSDStandard length (mm)5449.645553.6In percent of standard lengthHead length23.923.422.524.70.6Body depth at dorsal-fin origin22.422.020.023.71.0Body width at dorsal-fin origin13.716.013.719.21.7Predorsal length50.151.148.853.31.1Postdorsal length38.238.237.139.80.8Preanal length73.975.573.977.21.0Prepelvic length51.952.751.253.80.8Distance between pectoral- and pelvic-fin origins30.331.429.733.21.1Distance between pelvic- and anal-fin origins24.022.921.224.41.0Distance between vent and anal-fin origin3.12.62.13.20.3Depth of caudal peduncle16.213.311.916.21.4Length of caudal peduncle17.816.314.618.00.9Dorsal-fin depth19.720.318.022.41.1Anal-fin height17.716.114.119.41.1Pectoral-fin length20.719.518.321.50.9Pelvic-fin length16.715.213.616.80.8In percent of head lengthHead depth at eye5853.949603.1Snout length4242.439472.2Eye diameter2020.318221.1Postorbital distance5147.844512.3Maximum head width7570.466783.8Interorbital width3430.326342.6Length of inner rostral barbel2726.023281.5Length of outer rostral barbel3432.427372.8Length of maxillary barbel2531.825362.9
description: Published as part of Kaya, Cüneyt, Turan, Davut, Bayçelebi, Esra, Kalayci, Gökhan & Freyhof, Jörg, 2020, Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae), pp. 294 in Zootaxa 4808 (2) on page 294, DOI: 10.11646/zootaxa.4808.2.3, http://zenodo.org/record/3933518
DOI: 10.5281/zenodo.15270961
title: TABLE 3 in Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae)

description: TABLE 3. Morphometric data of Oxynoemacheilus cilicicus (holotype FFR 15579 and paratypes FFR 15560, n=19). The calculations include the holotype.
holotypeholotype & paratypesmeanminmaxSDStandard length (mm)5449.645553.6In percent of standard lengthHead length23.923.422.524.70.6Body depth at dorsal-fin origin22.422.020.023.71.0Body width at dorsal-fin origin13.716.013.719.21.7Predorsal length50.151.148.853.31.1Postdorsal length38.238.237.139.80.8Preanal length73.975.573.977.21.0Prepelvic length51.952.751.253.80.8Distance between pectoral- and pelvic-fin origins30.331.429.733.21.1Distance between pelvic- and anal-fin origins24.022.921.224.41.0Distance between vent and anal-fin origin3.12.62.13.20.3Depth of caudal peduncle16.213.311.916.21.4Length of caudal peduncle17.816.314.618.00.9Dorsal-fin depth19.720.318.022.41.1Anal-fin height17.716.114.119.41.1Pectoral-fin length20.719.518.321.50.9Pelvic-fin length16.715.213.616.80.8In percent of head lengthHead depth at eye5853.949603.1Snout length4242.439472.2Eye diameter2020.318221.1Postorbital distance5147.844512.3Maximum head width7570.466783.8Interorbital width3430.326342.6Length of inner rostral barbel2726.023281.5Length of outer rostral barbel3432.427372.8Length of maxillary barbel2531.825362.9
description: Published as part of Kaya, Cüneyt, Turan, Davut, Bayçelebi, Esra, Kalayci, Gökhan & Freyhof, Jörg, 2020, Oxynoemacheilus cilicicus, a new nemacheilid loach from the Göksu River in southern Anatolia (Teleostei: Nemacheilidae), pp. 294 in Zootaxa 4808 (2) on page 294, DOI: 10.11646/zootaxa.4808.2.3, http://zenodo.org/record/3933518
DOI: 10.15468/dl.4vgdgf
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Locality is one of (Briollay, Briollay (ville), Briollay - Prairies à l’ouest, Briollay, Maclee - et - Loire, Briollay, Maine-et-Loire)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 106 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002456-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s79qz8
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halecania rhypodiza"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002455-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18544027
title: RELEVANCE OF MECHANISMS FOR CONTINUOUS PROFESSIONAL TRAINING OF STAFF OF THE HUMAN RESOURCES DEVELOPMENT AND MANAGEMENT SERVICE IN THE SYSTEM OF THE MINISTRY OF HEALTH

description: The article presents a literature review of innovative mechanisms for continuous professional education ( Continuous Professional Development ( CPD ) of employees of the human resources development and management service in the healthcare system. Based on an analysis of domestic and international scientific publications, regulatory documents of the Republic of Uzbekistan, and international recommendations of the World Health Organization (WHO), modern CPD models and tools are systematized . Digital educational platforms, microlearning , microcredit systems, adaptive and simulation technologies, and blended learning are considered. The relevance of developing a comprehensive system of continuous professional development for HR specialists is substantiated as a key factor in improving the effectiveness of HR policy and the sustainable development of healthcare.
DOI: 10.5281/zenodo.18544028
title: RELEVANCE OF MECHANISMS FOR CONTINUOUS PROFESSIONAL TRAINING OF STAFF OF THE HUMAN RESOURCES DEVELOPMENT AND MANAGEMENT SERVICE IN THE SYSTEM OF THE MINISTRY OF HEALTH

description: The article presents a literature review of innovative mechanisms for continuous professional education ( Continuous Professional Development ( CPD ) of employees of the human resources development and management service in the healthcare system. Based on an analysis of domestic and international scientific publications, regulatory documents of the Republic of Uzbekistan, and international recommendations of the World Health Organization (WHO), modern CPD models and tools are systematized . Digital educational platforms, microlearning , microcredit systems, adaptive and simulation technologies, and blended learning are considered. The relevance of developing a comprehensive system of continuous professional development for HR specialists is substantiated as a key factor in improving the effectiveness of HR policy and the sustainable development of healthcare.
DOI: 10.5281/zenodo.18519898
title: GLORiA: Fish Farm Escape Identification Dataset

description: This repository contains version 1.0 of the GLORiA dataset, designed for training and evaluating computer vision models for the identification of fish farm escapees, particularly those resulting from aquaculture cage failures during sea storms.

Escaped fish are identified based on visual appearance differences observed under controlled laboratory conditions, in comparison with farmed and wild specimens. The dataset includes images from three origin categories:



C – Fish raised in captivity (aquaculture)

E – Escaped fish

S – Wild fish captured at sea


For each category, images are provided for three commercially relevant Mediterranean species:



Mediterranean sea bream (Sparus aurata)

European sea bass (Dicentrarchus labrax)

Meagre (Argyrosomus regius)


The dataset is organized into three main folders:



High-resolution laboratory images (Pending Update)Original images captured under controlled laboratory conditions.

Preprocessed laboratory images (224×224) (main dataset folder)Cropped and resized images centered on the fish body, intended for direct use in deep learning pipelines.

Market imagesImages acquired in real-world market conditions, enabling evaluation under more realistic and challenging visual scenarios.


In addition, the repository includes two PDF documents providing expert-guided morphological descriptions to help distinguish between Sparus aurata and Dicentrarchus labrax. These documents are intended as reference material to support both human interpretation and the design of domain-aware visual models.

All 224×224 images were generated from the original high-resolution laboratory images using the provided Python preprocessing scripts, which perform fish-centered cropping and resizing.

 

This dataset extends the dataset "The GLORiA2 fish farm escapes identification dataset"

Zenodo record: 10.5281/zenodo.7082807

AcknowledgementsThe study was funded by the project “GLObal change Resilience in Aquaculture-TOOls for Long-term Sustainability (GLORiA-TOOLS),” supported by the Bio-diversity Foundation of the Spanish Ministry for the Ecological Transition and Demographic Challenge through the Pleamar Program and co-financed by the European Maritime, Fisheries and Aquaculture Fund (EMFAF).
DOI: 10.5281/zenodo.18347036
title: GLORiA: Fish Farm Escape Identification Dataset

description: This repository contains version 1.0 of the GLORiA dataset, designed for training and evaluating computer vision models for the identification of fish farm escapees, particularly those resulting from aquaculture cage failures during sea storms.

Escaped fish are identified based on visual appearance differences observed under controlled laboratory conditions, in comparison with farmed and wild specimens. The dataset includes images from three origin categories:



C – Fish raised in captivity (aquaculture)

E – Escaped fish

S – Wild fish captured at sea


For each category, images are provided for three commercially relevant Mediterranean species:



Mediterranean sea bream (Sparus aurata)

European sea bass (Dicentrarchus labrax)

Meagre (Argyrosomus regius)


The dataset is organized into three main folders:



High-resolution laboratory images (Pending Update)Original images captured under controlled laboratory conditions.

Preprocessed laboratory images (224×224) (main dataset folder)Cropped and resized images centered on the fish body, intended for direct use in deep learning pipelines.

Market imagesImages acquired in real-world market conditions, enabling evaluation under more realistic and challenging visual scenarios.


In addition, the repository includes two PDF documents providing expert-guided morphological descriptions to help distinguish between Sparus aurata and Dicentrarchus labrax. These documents are intended as reference material to support both human interpretation and the design of domain-aware visual models.

All 224×224 images were generated from the original high-resolution laboratory images using the provided Python preprocessing scripts, which perform fish-centered cropping and resizing.

 

This dataset extends the dataset "The GLORiA2 fish farm escapes identification dataset"

Zenodo record: 10.5281/zenodo.7082807

AcknowledgementsThe study was funded by the project “GLObal change Resilience in Aquaculture-TOOls for Long-term Sustainability (GLORiA-TOOLS),” supported by the Bio-diversity Foundation of the Spanish Ministry for the Ecological Transition and Demographic Challenge through the Pleamar Program and co-financed by the European Maritime, Fisheries and Aquaculture Fund (EMFAF).
DOI: 10.15468/dl.wxye6s
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gibbula fanulum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 252 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002459-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18544163
title: leptodactylus_guianensis_spades_02.fasta.gz
DOI: 10.5281/zenodo.18544162
title: leptodactylus_guianensis_spades_02.fasta.gz
DOI: 10.17909/7apa-tn73
title: High Resolution X-ray Spectroscopy of the Nova-Like Cataclysmic Variable BZ Cam using Chandra HETG: Diagnosis of the ADAF-like Advective Hot Flow

description: This is a GO/DD data that we have obtained for BZ Cam to have simultaneous observations with the Chandra HETG data in this specified paper. The data is original to ours.
DOI: 10.5281/zenodo.18325224
title: Atlite Cutouts for GB

description: Atlite is used to convert weather data to renewable resource profiles, but downloading these can take a very long.

This dataset contains the Atlite cutouts for the ERA5 dataset for the GB region.

These files are used in PyPSA-GB to reduce waiting times for downloads.
DOI: 10.5281/zenodo.18325225
title: Atlite Cutouts for GB

description: Atlite is used to convert weather data to renewable resource profiles, but downloading these can take a very long.

This dataset contains the Atlite cutouts for the ERA5 dataset for the GB region.

These files are used in PyPSA-GB to reduce waiting times for downloads.
DOI: 10.5281/zenodo.17515075
title: Methane Emissions from 31 European Biogas Plants: Measurements, Mitigation, and Policy Implications

description: Biogas offers substantial low-carbon energy potential, but significant uncertainties remain regarding methane emissions which would hinder this benefit. This study addresses this uncertainty through a mixed-method emissions survey across three European countries, combined with environmental assessment, mitigation option analysis and regional policy comparison. Our findings reveal that methane emissions from biogas production average 14.4 kg/h per site (5.4% of methane produced) with a range of 1.3-57 kg/h (2%-21.7%). These values exceed previous estimates, yet 59% of emissions could be eliminated at no net cost. When considering full supply chain emissions, methane emerged as the dominant greenhouse gas – accounting for 47% (17-93%) of GHGs at GWP100 and 60% (32-93%) at GWP20. We advocate for revisions in EU and national policies to better account for methane’s role in biogas’s GHG footprint and enhance emissions monitoring, highlighting the need for policy interventions that incorporate recent advancements in methane measurement along with cost-effective mitigation strategies.
DOI: 10.5281/zenodo.18509576
title: Methane Emissions from 31 European Biogas Plants: Measurements, Mitigation, and Policy Implications

description: Biogas offers substantial low-carbon energy potential, but significant uncertainties remain regarding methane emissions which would hinder this benefit. This study addresses this uncertainty through a mixed-method emissions survey across three European countries, combined with environmental assessment, mitigation option analysis and regional policy comparison. Our findings reveal that methane emissions from biogas production average 14.4 kg/h per site (5.4% of methane produced) with a range of 1.3-57 kg/h (2%-21.7%). These values exceed previous estimates, yet 59% of emissions could be eliminated at no net cost. When considering full supply chain emissions, methane emerged as the dominant greenhouse gas – accounting for 47% (17-93%) of GHGs at GWP100 and 60% (32-93%) at GWP20. We advocate for revisions in EU and national policies to better account for methane’s role in biogas’s GHG footprint and enhance emissions monitoring, highlighting the need for policy interventions that incorporate recent advancements in methane measurement along with cost-effective mitigation strategies.
DOI: 10.5281/zenodo.18544170
title: AGROTECHNOLOGY OF CULTIVATING THE PLANT PEGANUM HARMALA L.
DOI: 10.5281/zenodo.18544171
title: AGROTECHNOLOGY OF CULTIVATING THE PLANT PEGANUM HARMALA L.
DOI: 10.5281/zenodo.17949945
title: Data and code for "Co-locating green steel and hydrogen in renewables-rich developing regions delivers greater climate and economic benefits than hydrogen trade"

description: This data and code accompanies the article with the title 'Co-locating green steel and green hydrogen in renewables-rich developing regions yields greater climate and economic benefits than hydrogen trade'.

The entire code for the reproduction of the analysis is available below.

The code is organized into three separate folders, corresponding to the three methods in the paper:(i) life-cycle assessment (LCA),(ii) levelized cost of steel, and(iii) socioeconomic impacts.

Each folder is self-contained and can be downloaded and run independently to reproduce the corresponding analysis.
DOI: 10.5281/zenodo.17949944
title: Data and code for "Co-locating green steel and hydrogen in renewables-rich developing regions delivers greater climate and economic benefits than hydrogen trade"

description: This data and code accompanies the article with the title 'Co-locating green steel and green hydrogen in renewables-rich developing regions yields greater climate and economic benefits than hydrogen trade'.

The entire code for the reproduction of the analysis is available below.

The code is organized into three separate folders, corresponding to the three methods in the paper:(i) life-cycle assessment (LCA),(ii) levelized cost of steel, and(iii) socioeconomic impacts.

Each folder is self-contained and can be downloaded and run independently to reproduce the corresponding analysis.
DOI: 10.5281/zenodo.18036973
title: Battery Imaging Library: SEM Si-Graphite electrode

description: This entry contains the SEM data for a Si-Graphite electrode.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.18036974
title: Battery Imaging Library: SEM Si-Graphite electrode

description: This entry contains the SEM data for a Si-Graphite electrode.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.