cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15586872
title: Example POD5 file of Vibrio aestuarianus for testing the memod-s workflow

description: This dataset contains a POD5 file converted from raw FAST5 Nanopore reads of Vibrio aestuarianus, generated as part of the memod-s pipeline. 

The file serves as an example input for users who wish to test the Snakemake-based memod-s workflow for methylation calling and analysis from Nanopore sequencing data.

Related repository: AlessiaMarotta/memod-s: A standardised workflow to explore and analyse prokaryotic methylation patterns for Nanopore sequencing data
DOI: 10.5281/zenodo.15586873
title: Example POD5 file of Vibrio aestuarianus for testing the memod-s workflow

description: This dataset contains a POD5 file converted from raw FAST5 Nanopore reads of Vibrio aestuarianus, generated as part of the memod-s pipeline. 

The file serves as an example input for users who wish to test the Snakemake-based memod-s workflow for methylation calling and analysis from Nanopore sequencing data.

Related repository: AlessiaMarotta/memod-s: A standardised workflow to explore and analyse prokaryotic methylation patterns for Nanopore sequencing data
DOI: 10.6084/m9.figshare.29236131
title: R script from The importance of being heterogeneous: the complex phase behaviour of insect cuticular hydrocarbons

description: script for data analysis and visualization
DOI: 10.6084/m9.figshare.29236131.v1
title: R script from The importance of being heterogeneous: the complex phase behaviour of insect cuticular hydrocarbons

description: script for data analysis and visualization
DOI: 10.6084/m9.figshare.29236137
title: Raw data from The importance of being heterogeneous: the complex phase behaviour of insect cuticular hydrocarbons

description: viscosity data used for this study
DOI: 10.6084/m9.figshare.29236137.v1
title: Raw data from The importance of being heterogeneous: the complex phase behaviour of insect cuticular hydrocarbons

description: viscosity data used for this study
DOI: 10.15468/dl.b388qm
title: Occurrence Download

description: A dataset containing 538 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidobatrachus laevis Budgett, 1899"
 ]
}

 The dataset includes 538 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020090-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15593057
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250604m Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250604m Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15593058
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250604m Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250604m Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.ff7ewx
title: Occurrence Download

description: A dataset containing 1288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Draba hoppeana Rchb."
 ]
}

 The dataset includes 1288 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020093-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/fa5ywa
title: 'Reptiles - Amphibians' Unistra

description: The amphibians and reptiles represent 515 occurences in the paleontological collections of the University of Strasbourg. They were essentially collected during the 19th century and come from geological outcrops accessible in southern Germany – with a few exceptions - at that time.

Amphibians are mainly represented by Temnospondyls and some Anurans; Reptiles are more diverse: Sauropterygia, Ichthyosauromorpha, Lepidosauromorpha, Squamata, Testudines, Crocodylomorpha, Pterosauria, Dinosauria et Avialae.

The set includes 7 complete skeleton of ichthyosaurs and 2 complete skeleton of marine crocodiles from the Jurassic deposits of Holzmaden, Germany.

This work received financial support from the Ministère de l’Enseignement Supérieur et de la Recherche in 2024.
DOI: 10.15468/dl.quzqhg
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Acer truncatum Bunge"
 ]
}

 The dataset includes 823 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020092-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15593051
title: UNMASKING DEEPFAKES: A DUAL-STAGE TRANSFORMER MODEL FOR DETECTING AI-GENERATED FACIAL VIDEOS

description: As deepfakes pose increasing threats to media authenticity and public trust, accurate detection mechanisms are vital. This paper proposes a novel dual-stage transformer model for detecting deepfake facial videos. The model combines a spatial attention transformer to capture facial features across individual frames and a contextual consistency transformer to track identity coherence across time. Results from benchmark datasets (FaceForensics++, DFDC) show this architecture significantly outperforms conventional CNNs and RNNs in both accuracy and generalization. This research offers a pathway toward more robust and interpretable video forensics solutions.
DOI: 10.5281/zenodo.15593052
title: UNMASKING DEEPFAKES: A DUAL-STAGE TRANSFORMER MODEL FOR DETECTING AI-GENERATED FACIAL VIDEOS

description: As deepfakes pose increasing threats to media authenticity and public trust, accurate detection mechanisms are vital. This paper proposes a novel dual-stage transformer model for detecting deepfake facial videos. The model combines a spatial attention transformer to capture facial features across individual frames and a contextual consistency transformer to track identity coherence across time. Results from benchmark datasets (FaceForensics++, DFDC) show this architecture significantly outperforms conventional CNNs and RNNs in both accuracy and generalization. This research offers a pathway toward more robust and interpretable video forensics solutions.
DOI: 10.15468/dl.mu6wrn
title: Occurrence Download

description: A dataset containing 49335 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 (Stercorarius pomarinus (Temminck, 1815))",
 "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 49335 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020094-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15592800
title: Data set for [Local control of superconductivity in a NbSe2/CrSBr van der Waals heterostructure]

description: Data set for [Local control of superconductivity in a NbSe2/CrSBr van der Waals heterostructure] for Figure1-4
DOI: 10.5281/zenodo.15592801
title: Data set for [Local control of superconductivity in a NbSe2/CrSBr van der Waals heterostructure]

description: Data set for [Local control of superconductivity in a NbSe2/CrSBr van der Waals heterostructure] for Figure1-4
DOI: 10.15468/dl.7kjkmy
title: Occurrence Download

description: A dataset containing 16985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "GadmGid is NZL.10_1"
 ]
}

 The dataset includes 16985 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020095-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by7ver
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus barbatus Müller, 1838"
 ]
}

 The dataset includes 915 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020096-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mj9qkz
title: Occurrence Download

description: A dataset containing 9893 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asparagopsis armata Harv."
 ]
}

 The dataset includes 9893 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020099-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcr6vc
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus barbatus Müller, 1838"
 ]
}

 The dataset includes 915 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020098-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rctt6
title: Occurrence Download

description: A dataset containing 5563 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 (Stercorarius parasiticus (Linnaeus, 1758))",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 5563 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020102-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15593073
title: Halamphora lukasiewiczii alignment files
DOI: 10.5281/zenodo.15593074
title: Halamphora lukasiewiczii alignment files
DOI: 10.15468/dl.h27esu
title: Occurrence Download

description: A dataset containing 9303 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 (Stercorarius parasiticus (Linnaeus, 1758))",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 9303 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020101-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14961593
title: European Commission - Deep dive on Critical Raw Materials for wind turbines in the EU

description: This dataset contains the results of the material demand scenarios for wind turbines developed in the following report by the European Commission's Joint Research Centre (JRC) in partnership with DG ENER:

Carrara, S., Baldassarre, B., Jakimów, M., Kuzov, T., Mc Govern, L., Nohl, L., Ierides, M., Christou, M., Deep dive on critical raw materials for wind turbines in the EU, Black, C. (ed.), Publications Office of the European Union, Luxembourg, 2025, https://data.europa.eu/doi/10.2760/5665594, JRC141759

The material demand scenarios are complemented with information on the current global supply for the relevant materials.

The report can be downloaded at the following link:

https://publications.jrc.ec.europa.eu/repository/handle/JRC141759
DOI: 10.5281/zenodo.14961594
title: European Commission - Deep dive on Critical Raw Materials for wind turbines in the EU

description: This dataset contains the results of the material demand scenarios for wind turbines developed in the following report by the European Commission's Joint Research Centre (JRC) in partnership with DG ENER:

Carrara, S., Baldassarre, B., Jakimów, M., Kuzov, T., Mc Govern, L., Nohl, L., Ierides, M., Christou, M., Deep dive on critical raw materials for wind turbines in the EU, Black, C. (ed.), Publications Office of the European Union, Luxembourg, 2025, https://data.europa.eu/doi/10.2760/5665594, JRC141759

The material demand scenarios are complemented with information on the current global supply for the relevant materials.

The report can be downloaded at the following link:

https://publications.jrc.ec.europa.eu/repository/handle/JRC141759
DOI: 10.6084/m9.figshare.26831048
title: Psychological needs fulfillment and perinatal well-being among low-SES individuals: a mixed methods investigation

description: Poor perinatal mental health is associated with deleterious effects and individuals with low socioeconomic status (SES) are at elevated risk. Fortifying multi-level resources of low-SES pregnant individuals to boost their well-being is a crucial step toward achieving equity in perinatal health. The purpose of this project was to explore what patterns of resources supported well-being among low-SES pregnant individuals in Colorado. In a prospective mixed methods cohort study, 23 low-SES pregnant individuals completed surveys and interviews. Participants were separated into 3 subgroups based on their overall Warwick-Edinburgh Mental Well-being Scale (WEMWBS) score and interviewed to identify multi-level resources that supported their well-being. Our analysis was framed by Self-Determination Theory which contends that three universal basic psychological needs are required for individuals to function in a healthy manner: autonomy, competence, and relatedness. We extrapolated resources that promoted perinatal competence, autonomy, and relatedness from the high well-being group. Perinatal-related knowledge (construct related to competence); mindfulness and intended pregnancy (constructs related to autonomy); and emotional, informational, and friend support, social capital, and connection to nature (constructs related to relatedness) were identified as the resources more frequently endorsed in the high well-being group. Targeting interventions to fortify specific multi-level resources that support the autonomy, competence, and relatedness of pregnant individuals facing socioeconomic disadvantage is a crucial step toward achieving equity in perinatal health.
DOI: 10.6084/m9.figshare.26831048.v1
title: Psychological needs fulfillment and perinatal well-being among low-SES individuals: a mixed methods investigation

description: Poor perinatal mental health is associated with deleterious effects and individuals with low socioeconomic status (SES) are at elevated risk. Fortifying multi-level resources of low-SES pregnant individuals to boost their well-being is a crucial step toward achieving equity in perinatal health. The purpose of this project was to explore what patterns of resources supported well-being among low-SES pregnant individuals in Colorado. In a prospective mixed methods cohort study, 23 low-SES pregnant individuals completed surveys and interviews. Participants were separated into 3 subgroups based on their overall Warwick-Edinburgh Mental Well-being Scale (WEMWBS) score and interviewed to identify multi-level resources that supported their well-being. Our analysis was framed by Self-Determination Theory which contends that three universal basic psychological needs are required for individuals to function in a healthy manner: autonomy, competence, and relatedness. We extrapolated resources that promoted perinatal competence, autonomy, and relatedness from the high well-being group. Perinatal-related knowledge (construct related to competence); mindfulness and intended pregnancy (constructs related to autonomy); and emotional, informational, and friend support, social capital, and connection to nature (constructs related to relatedness) were identified as the resources more frequently endorsed in the high well-being group. Targeting interventions to fortify specific multi-level resources that support the autonomy, competence, and relatedness of pregnant individuals facing socioeconomic disadvantage is a crucial step toward achieving equity in perinatal health.
DOI: 10.6084/m9.figshare.27463027
title: Why are pregnant women in Togo reluctant to undergo caesarean section? A systematic inventory of motives

description: This study explored the reasons underlying pregnant women’s reluctance to undergo cesarean sections in Togo, despite its importance in reducing maternal and neonatal mortality. A total of 397 pregnant women who expressed hesitancy toward cesarean sections were enrolled during routine prenatal care visits at the country’s largest hospital. They completed a questionnaire comprising 72 statements addressing potential reasons for hesitancy toward cesarean sections. Their responses were analyzed using factor analysis, and the effects of participants’ demographic characteristics on scores for each factor were assessed using ANOVA. A seven-factor structure of motives was found: Fear of Death (endorsed by 92% of the sample); Regaining Autonomy Quickly (87%); Financial Concerns (74%); Fear of Stigmatization (73%); Fear of Unsupportive Reactions from Spouses and Relatives (72%); Prevention Through Spiritual Interventions (70%); and Perceived Health Risks for the Mother and Baby (40%). Scores on these factors were related to participants’ sociodemographic characteristics. Effectively addressing the low uptake of cesarean section requires a multifaceted approach rather than one focused on a single barrier. Our findings suggest critical points that could help develop tailored interventions to address the various obstacles to this life-saving care.
DOI: 10.6084/m9.figshare.27463027.v1
title: Why are pregnant women in Togo reluctant to undergo caesarean section? A systematic inventory of motives

description: This study explored the reasons underlying pregnant women’s reluctance to undergo cesarean sections in Togo, despite its importance in reducing maternal and neonatal mortality. A total of 397 pregnant women who expressed hesitancy toward cesarean sections were enrolled during routine prenatal care visits at the country’s largest hospital. They completed a questionnaire comprising 72 statements addressing potential reasons for hesitancy toward cesarean sections. Their responses were analyzed using factor analysis, and the effects of participants’ demographic characteristics on scores for each factor were assessed using ANOVA. A seven-factor structure of motives was found: Fear of Death (endorsed by 92% of the sample); Regaining Autonomy Quickly (87%); Financial Concerns (74%); Fear of Stigmatization (73%); Fear of Unsupportive Reactions from Spouses and Relatives (72%); Prevention Through Spiritual Interventions (70%); and Perceived Health Risks for the Mother and Baby (40%). Scores on these factors were related to participants’ sociodemographic characteristics. Effectively addressing the low uptake of cesarean section requires a multifaceted approach rather than one focused on a single barrier. Our findings suggest critical points that could help develop tailored interventions to address the various obstacles to this life-saving care.
DOI: 10.6084/m9.figshare.28069891
title: The relationship between blood lipids and endometriosis: a cross-sectional study from NHANES (1999–2006) and a bidirectional Mendelian randomization study

description: Observational studies suggest a link between blood lipid levels and endometriosis risk, but clinical evidence is limited and causality has not been established. This study aims to clarify this relationship using NHANES data (1999–2006) and bidirectional Mendelian Randomization (MR) analysis. We analyzed NHANES data to explore the relationship between blood lipids and endometriosis risk using multivariable logistic regression, nonlinear testing, and trend analysis. For causal inference, MR was performed using GWAS data from the UK Biobank (lipid levels) and the Finnish Endometriosis Database (endometriosis). In NHANES (n=2,201), elevated triglycerides (TG) were significantly associated with increased endometriosis risk (OR, 2.10; 95% CI, 1.00–3.49; p &lt; 0.05). MR analysis confirmed this association (OR, 1.19; 95% CI, 1.07–1.32; p &lt; 0.006) and suggested HDL may protect against endometriosis (OR, 0.79; 95% CI, 0.63–0.99; p &lt; 0.05). Additionally, bidirectional MR indicated that endometriosis may also contribute to TG dysregulation (OR, 1.02; 95% CI, 1.01–1.03; p &lt; 0.006). Our findings suggest that elevated TG levels may increase endometriosis risk, while HDL may provide a protective effect. These results offer new insights and may inform future management strategies for endometriosis. However, large-scale longitudinal studies are needed to further validate these associations.