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

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus oligodon"
 ]
}

 The dataset includes 334 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064095-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43qv5w
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Egypt",
 "TaxonKey is Arvicanthis niloticus"
 ]
}

 The dataset includes 427 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064097-251120083545085/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.30940451
title: Supplemental data for: Loss of transcription factor ATOH8 activates TGF-β signaling and exacerbates glomerulosclerosis in podocytes

description: This dataset provides supplemental figures and tables supporting the study “Loss of transcription factor ATOH8 activates TGF-β signaling and exacerbates glomerulosclerosis in podocytes.”
DOI: 10.6084/m9.figshare.30940451.v1
title: Supplemental data for: Loss of transcription factor ATOH8 activates TGF-β signaling and exacerbates glomerulosclerosis in podocytes

description: This dataset provides supplemental figures and tables supporting the study “Loss of transcription factor ATOH8 activates TGF-β signaling and exacerbates glomerulosclerosis in podocytes.”
DOI: 10.15468/dl.4wfnp2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.19649 41.22494,13.72972 41.23206,13.72423 41.51365,13.1887 41.50646,13.19649 41.22494))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myocastor coypus",
 "Year 1990-2025"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064098-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18036355
title: Synthetic datasets for Mixed Model Sequencing Problem / Metaheuristics / Genetic Algorithm / Minimum Work-Overload
DOI: 10.5281/zenodo.18036354
title: Synthetic datasets for Mixed Model Sequencing Problem / Metaheuristics / Genetic Algorithm / Minimum Work-Overload
DOI: 10.15468/dl.ymq3kc
title: Occurrence Download

description: A dataset containing 725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.45405 -11.38016,78.56967 -11.38016,78.56967 19.42685,1.45405 19.42685,1.45405 -11.38016))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arabidopsis thaliana",
 "Year 1600-2025"
 ]
}

 The dataset includes 725 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064099-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9ga8r
title: Occurrence Download

description: A dataset containing 1414093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -45.914722",
 "DecimalLatitude is less than or equal to -40.914722",
 "DecimalLongitude is greater than or equal to 170.0",
 "DecimalLongitude is less than or equal to 175.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1414093 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064092-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14749819
title: PUDL Raw EIA MECS -- Manufacturing Energy Consumption Survey

description: EIA Form 846 A and B is more commonly known as the Manufacturing Energy Consumption Survey (MECS). MECS is a national sample survey that collects information on the stock of U.S. manufacturing establishment, their energy-related building characteristics, and their energy consumption and expenditures. MECS is conducted every four years. Archived from https://www.eia.gov/consumption/manufacturing/data/2018/

This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



The PUDL Repository on GitHub

PUDL Documentation

Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.18007189
title: PUDL Raw EIA MECS -- Manufacturing Energy Consumption Survey

description: EIA Form 846 A and B is more commonly known as the Manufacturing Energy Consumption Survey (MECS). MECS is a national sample survey that collects information on the stock of U.S. manufacturing establishment, their energy-related building characteristics, and their energy consumption and expenditures. MECS is conducted every four years. Archived from https://www.eia.gov/consumption/manufacturing/data/2018/

This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



The PUDL Repository on GitHub

PUDL Documentation

Other Catalyst Cooperative data archives
DOI: 10.25625/g733gh/8b1voi
title: Azhar2026_FunctionalBraconids_morphospecies.zip

description: Braconidae morphospecies images
DOI: 10.25625/g733gh
title: Azhar_FunctionalBraconids2026

description: R project files and morphospecies images for: Title: "More than biodiversity loss: rainforest conversion to monoculture plantations selects for land-use specific functional braconid wasp communities" Authors: Azru Azhar, Fabian Brambach, Nicolò Camarretta, Ina Geedicke, Kasmiatun, Alexander Knohl, Martyna M. Kotowska, Christoph Leuschner, Rizky Nazarreta, Rawati Panjaitan, Katja Rembold, Christian Stiegler, Endah Utari, Delphine Clara Zemp, Purnama Hidayat, Damayanti Buchori, Stefan Scheu, Jochen Drescher status: last internal review before submission (2025-12-17)
DOI: 10.25625/g733gh/338rtt
title: Azhar2026_FunctionalBraconids_R project incl data.zip

description: R Project and Data
DOI: 10.15468/dl.68k8e9
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Egypt",
 "TaxonKey is Arvicanthis niloticus"
 ]
}

 The dataset includes 427 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064100-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr39484.v1
title: Applying Methods of User-Centered Design to Achieve Patient-Centered Care [Methods Study], 2013-2019
title: Version 1

description: Patient decision aids help people choose between two or more healthcare options based on what is most important to them. Involving users, such as patients and clinicians, in developing decision aids may make them more useful.
User-centered design is a way to get users involved in creating products. Learning from projects that apply user-centered design may suggest ways to involve users more in developing patient decision aids. In this study, the research team reviewed studies about developing decision aids and studies about user-centered design.
description: This project aimed to describe methods for engaging patients and clinicians in decision aid development and situate these methods within a user-centered design framework. The study aims were: (1) describe how patients and other stakeholders, including members of vulnerable populations, have or have not been involved in the development of patient decision aids; (2) situate methods used for involving patients and other stakeholders in decision aid development in the context of user-centered design; and (3) develop a measure of user involvement in the development of patient decision aids and other patient-oriented tools that provides a framework for reporting standards on user involvement.
description: This systematic review examined methods for engaging patients and clinicians in patient decision aid and user-centered design product development projects. Researchers searched online databases for published research articles describing at least one development step or an evaluation of a patient decision aid, or describing the development of a health-related product for patient education, social support, or self-management and specifically naming user-centered design or a related term as their guiding approach. The search had no date or language restrictions.
Two analysts independently screened articles for inclusion, assessed study quality, and extracted data relevant to the user-centered design framework. Researchers contacted authors of included articles to validate extracted data. Next, researchers applied the stages in a user-centered design framework to describe how often projects reported using different steps and engaging users in each stage.
Patients, a caregiver, and clinicians were members of the research team.
description: Datasets: 
DS1: Applying Methods of User-Centered Design to Achieve Patient-Centered Care [Methods Study], 2013-2019
DOI: 10.3886/icpsr39484
title: Applying Methods of User-Centered Design to Achieve Patient-Centered Care [Methods Study], 2013-2019
title: Archival Version

description: Patient decision aids help people choose between two or more healthcare options based on what is most important to them. Involving users, such as patients and clinicians, in developing decision aids may make them more useful.
User-centered design is a way to get users involved in creating products. Learning from projects that apply user-centered design may suggest ways to involve users more in developing patient decision aids. In this study, the research team reviewed studies about developing decision aids and studies about user-centered design.
description: This project aimed to describe methods for engaging patients and clinicians in decision aid development and situate these methods within a user-centered design framework. The study aims were: (1) describe how patients and other stakeholders, including members of vulnerable populations, have or have not been involved in the development of patient decision aids; (2) situate methods used for involving patients and other stakeholders in decision aid development in the context of user-centered design; and (3) develop a measure of user involvement in the development of patient decision aids and other patient-oriented tools that provides a framework for reporting standards on user involvement.
description: This systematic review examined methods for engaging patients and clinicians in patient decision aid and user-centered design product development projects. Researchers searched online databases for published research articles describing at least one development step or an evaluation of a patient decision aid, or describing the development of a health-related product for patient education, social support, or self-management and specifically naming user-centered design or a related term as their guiding approach. The search had no date or language restrictions.
Two analysts independently screened articles for inclusion, assessed study quality, and extracted data relevant to the user-centered design framework. Researchers contacted authors of included articles to validate extracted data. Next, researchers applied the stages in a user-centered design framework to describe how often projects reported using different steps and engaging users in each stage.
Patients, a caregiver, and clinicians were members of the research team.
description: Datasets: 
DS1: Applying Methods of User-Centered Design to Achieve Patient-Centered Care [Methods Study], 2013-2019
DOI: 10.6084/m9.figshare.29837063
title: Rabbit conformational predispositions to ear abnormalities: field study of a pedigree population

description: Supporting dataset for 'Rabbit conformational predispositions to ear abnormalities: field study of a pedigree population'.Abstract: Lop-eared conformation has previously been associated with rabbit ear disease in clinical populations. Here, we investigated conformational and signalment risk factors for ear abnormalities in a field study of pedigree rabbits. Ears of breeder-volunteered rabbits were examined with an otoscope at British Rabbit Council shows and studs, and risk factor analysis performed with linear and binary logistic modelling. Inter-observer reliability was Substantial–Excellent for most variables. From 435 rabbits examined, lop-eared rabbits had increased scores and odds for 9/11 ear abnormalities tested compared to erect-eared rabbits. These abnormalities included abnormal ear canal colour (P&lt;0.001), ear canal stenosis (P&lt;0.001), flaky discharge in the upper canal (P&lt;0.001), wet discharge in the upper (P=0.035) and lower canals (P&lt;0.001), crusts or red discharge (P&lt;0.001) in the upper ear canal, and behavioural reactivity to ear examination (P=0.050). More dolichocephalic rabbits had higher odds of diverticulum crusts (P=0.013), whilst more brachycephalic rabbits had higher scores for ear canal stenosis (P=0.008). Heavier breeds had higher risks of some ear abnormalities, whilst other conformation and signalment risk factors showed contradictory results. Lop-eared rabbits were significantly predisposed to ear abnormalities suggesting otitis externa, whilst brachycephaly appeared less important in the aetiology of otitis externa than sometimes thought. Breeders, owners, and veterinarians must be vigilant for ear disease signs, especially in lop-eared rabbits. Ear canal discharge type could not be determined without cytology and formal ear disease diagnosis was not possible in this field study, although most abnormalities were suggestive of otitis externa.
DOI: 10.6084/m9.figshare.29837063.v1
title: Rabbit conformational predispositions to ear abnormalities: field study of a pedigree population

description: Supporting dataset for 'Rabbit conformational predispositions to ear abnormalities: field study of a pedigree population'.Abstract: Lop-eared conformation has previously been associated with rabbit ear disease in clinical populations. Here, we investigated conformational and signalment risk factors for ear abnormalities in a field study of pedigree rabbits. Ears of breeder-volunteered rabbits were examined with an otoscope at British Rabbit Council shows and studs, and risk factor analysis performed with linear and binary logistic modelling. Inter-observer reliability was Substantial–Excellent for most variables. From 435 rabbits examined, lop-eared rabbits had increased scores and odds for 9/11 ear abnormalities tested compared to erect-eared rabbits. These abnormalities included abnormal ear canal colour (P&lt;0.001), ear canal stenosis (P&lt;0.001), flaky discharge in the upper canal (P&lt;0.001), wet discharge in the upper (P=0.035) and lower canals (P&lt;0.001), crusts or red discharge (P&lt;0.001) in the upper ear canal, and behavioural reactivity to ear examination (P=0.050). More dolichocephalic rabbits had higher odds of diverticulum crusts (P=0.013), whilst more brachycephalic rabbits had higher scores for ear canal stenosis (P=0.008). Heavier breeds had higher risks of some ear abnormalities, whilst other conformation and signalment risk factors showed contradictory results. Lop-eared rabbits were significantly predisposed to ear abnormalities suggesting otitis externa, whilst brachycephaly appeared less important in the aetiology of otitis externa than sometimes thought. Breeders, owners, and veterinarians must be vigilant for ear disease signs, especially in lop-eared rabbits. Ear canal discharge type could not be determined without cytology and formal ear disease diagnosis was not possible in this field study, although most abnormalities were suggestive of otitis externa.
DOI: 10.5281/zenodo.18004555
title: Simplifying Universal Thermal Climate Index Calculations with Symbolic Regression: Analyzing Extreme Heatwaves in China
DOI: 10.15468/kwqaay
title: Natural History Museum Rotterdam - Specimens

description: Specimen database of the Natural History Museum Rotterdam. The total collection is estimated to hold 420.000 specimens, of which over 85% are digitized at the specimen level and contained in this dataset. Arthropods (56%; mostly European) and molluscs (30%; worldwide recent specimens, fossil specimens from North-West Europe) make up the bulk of the collection. Chordates make up 9% of the collection and include a significant amount of fossil terrestrial and marine vertebrates from the Netherlands and the southern North Sea, while recent specimens predominantly originate from the Netherlands. Plants make up 5% of the collection and originate almost exclusively from the Netherlands. The collections of other taxonomic groups, e.g. Fungi and various marine invertebrates, are small, but do contain well documented interesting records. The dataset can also be accessed through the GBIF hosted portal at https://specimens.hetnatuurhistorisch.nl/.
DOI: 10.3886/e240866v1-193481
title: Care Network Connections over Time (CNCT) Study

description: The Care Network Connections over Time (CNCT) Study
includes three waves of social network interview data from a nationally
representative sample of adults ages 18 and over who are assisting a family member or friend ages 50 and over. It also includes
an oversample of family caregivers to people with Alzheimer's Disease and Related Dementias, a group of
caregivers at particularly high risk of poor health and social isolation. The
study identifies family caregivers across the age spectrum, measures extended perceived caregiver networks, and
captures caregiver network composition and structure. Using a
single wave in time, these data may be used to examine a variety of network
characteristics and their associations with measures of physical, mental, and
social well-being of caregivers and care recipients. Across waves, these
data may inform questions about network change over time and the implications
for well-being. The first wave of data is provided here as cross-sectional,
stand-alone datasets at the respondent, alter, and alter-pair levels. Longitudinal data are forthcoming.
DOI: 10.15468/dl.zppkp4
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.03874 32.52982,-129.19341 32.39925,-126.75333 -12.60677,-76.00942 -12.38933,-79.68151 -4.87434,-76.18021 2.04287,-76.26561 6.65434,-78.22975 8.87468,-79.85231 8.96007,-80.70629 8.1061,-83.52441 9.30166,-86.42793 13.22996,-95.99246 17.67063,-103.25126 20.83034,-112.38881 32.35902,-117.68346 34.06698,-122.03874 32.52982))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Cheilopogon furcatus, Hirundichthys albimaculatus, Cubiceps baxteri, Cubiceps caeruleus, Cubiceps paradoxus)"
 ]
}

 The dataset includes 174 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064101-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.najwda
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence dataset from the waterbird survey of Miyun Reservoir, Beijing, China"
 ]
}

 The dataset includes 198 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064102-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240866v1-193482
title: Care Network Connections over Time (CNCT) Study

description: The Care Network Connections over Time (CNCT) Study
includes three waves of social network interview data from a nationally
representative sample of adults ages 18 and over who are assisting a family member or friend ages 50 and over. It also includes
an oversample of family caregivers to people with Alzheimer's Disease and Related Dementias, a group of
caregivers at particularly high risk of poor health and social isolation. The
study identifies family caregivers across the age spectrum, measures extended perceived caregiver networks, and
captures caregiver network composition and structure. Using a
single wave in time, these data may be used to examine a variety of network
characteristics and their associations with measures of physical, mental, and
social well-being of caregivers and care recipients. Across waves, these
data may inform questions about network change over time and the implications
for well-being. The first wave of data is provided here as cross-sectional,
stand-alone datasets at the respondent, alter, and alter-pair levels. Longitudinal data are forthcoming.
DOI: 10.5281/zenodo.18036215
title: Modern (Table SI1) and paleo (Table SI2) compilation datasets for the SGPM model
DOI: 10.5281/zenodo.18036216
title: Modern (Table SI1) and paleo (Table SI2) compilation datasets for the SGPM model
DOI: 10.15468/dl.xbvz4d
title: Occurrence Download

description: A dataset containing 2051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Grus nigricollis"
 ]
}

 The dataset includes 2051 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064103-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14270888
title: Antutu Benchmark
DOI: 10.6084/m9.figshare.30509165.v6
title: A multi-paradigm and longitudinal EEG dataset including the “sixth-finger” and “affected-hand” motor imagery of stroke patient

description: Motor imagery-based Brain-computer Interface (MI-BCI) application in stroke rehabilitation aims to match brain activity with real-time feedback, thereby establishing closed-loop neural pathways and providing a basis for evaluating patients’ neuroplasticity changes. Thus, constructing EEG datasets under MI paradigms is crucial for optimizing MI-BCI systems and understanding the neural rehabilitation process. However, the current limitations of single MI paradigms and the lack of relevant EEG datasets may restrict the accurate interpretation and effective application in stroke rehabilitation. This study collected EEG data from 24 stroke patients during MI tasks, including a novel “sixth finger” MI and an affected-hand MI paradigm. The dataset comprehensively covers the complete longitudinal stages of stroke rehabilitation: pre-training, post-training, and follow-up periods. The data materials include: 1) raw EEG data, 2) preprocessed data, and 3) patient clinical information. Preliminary analysis using classical machine learning algorithms (CSP+SVM and CSP+LDA) demonstrated an average classification accuracy between the two MI paradigms maintained at approximately 74% ~ 76%. We anticipate this dataset will advance research on MI-BCI paradigms and neuroplasticity for stroke, and contribute to the development of high-efficiency MI-BCI systems in the field of stroke rehabilitation.