cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.24encr
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Imperata brasiliensis Trin.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 651 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013210-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fsnph662h6
title: Bidirectional Mendelian Randomization and Genetic Insights Reveal Causal Relationships Between Cancer and Epilepsy Subtypes

description: The data that support the findings of this study are available in the IEU OpenGWAS database at https://gwas.mrcieu.ac.uk/. The reference numbers for all datasets are the GWAS IDs compiled in Supplementary Tables 1 and 10. These data were derived from the following resources available in the domain: the complete set of genome-wide association studies, as detailed with their respective consortium names and original publication links in the data sources section of the manuscript.
DOI: 10.17632/fsnph662h6.2
title: Bidirectional Mendelian Randomization and Genetic Insights Reveal Causal Relationships Between Cancer and Epilepsy Subtypes

description: The data that support the findings of this study are available in the IEU OpenGWAS database at https://gwas.mrcieu.ac.uk/. The reference numbers for all datasets are the GWAS IDs compiled in Supplementary Tables 1 and 10. These data were derived from the following resources available in the domain: the complete set of genome-wide association studies, as detailed with their respective consortium names and original publication links in the data sources section of the manuscript.
DOI: 10.17632/8sycpbhzn7.1
title: Expert-Labeled Clinical Dataset for Anemia Detection

description: This dataset contains 364 clinically collected samples comprising anemia and non-anemia cases, obtained from patients at Atapara General Hospital. The data were collected under real clinical conditions and reflect routine diagnostic practices in a hospital setting.
All samples were carefully observed, verified, and labeled by an expert physician, Dr. Mohammad Mohiuddin Alam, ensuring the reliability and medical correctness of the annotations. The labeling process followed standard clinical assessment criteria, minimizing noise and misclassification in the dataset.
The dataset includes two primary classes:
• Anemia
• Non-anemia
Each sample represents an individual patient record and was anonymized prior to inclusion to protect patient privacy. No personally identifiable information is included in the dataset, and ethical considerations were strictly maintained during data collection and preparation.
DOI: 10.17632/f66rjwpxkb
title: Exploring the impact of experience quality on revisit intention among digital nomads: The moderating role of loneliness

description: Exploring the impact of experience quality on revisit intention among digital nomads: The moderating role of loneliness
DOI: 10.17632/f66rjwpxkb.2
title: Exploring the impact of experience quality on revisit intention among digital nomads: The moderating role of loneliness

description: Exploring the impact of experience quality on revisit intention among digital nomads: The moderating role of loneliness
DOI: 10.17632/fkdjtg75dy
title: Experimental Study on accumulated Deformation Characteristics of Compacted Gravel Soil under Dynamic Loading

description: Compacted gravel soil is the primary filling material for runway subgrades of mountainous airports. Dynamic deformation caused by aircraft take-off, landing and taxiing degrades subgrade performance, seriously compromising its serviceability and flight safety, thus experimental research on the dynamic deformation characteristics of compacted gravel soil is imperative.This study adopts GDS dynamic triaxial test to investigate the effects of cyclic stress ratio (CSR), stress path, water content and drainage conditions on the dynamic accumulated axial strain of compacted gravel soil. Results show that accumulated axial strain increases with higher CSR, with its curves showing "stable" and "critical" characteristics and no specimen failure. Stress path exerts a significant influence: under the same CSR, two-way vibration yields notably smaller accumulated axial strain than one-way vibration, as the coupling of horizontal and vertical dynamic loads inhibits strain development. Higher water content accelerates the dynamic response of gravel soil, undermining subgrade stability. Accumulated axial strain under undrained conditions exceeds that under drained conditions, indicating proper drainage can suppress strain accumulation. These findings provide valuable references for the design of mountainous airport runway subgrades.
DOI: 10.17632/fkdjtg75dy.1
title: Experimental Study on accumulated Deformation Characteristics of Compacted Gravel Soil under Dynamic Loading

description: Compacted gravel soil is the primary filling material for runway subgrades of mountainous airports. Dynamic deformation caused by aircraft take-off, landing and taxiing degrades subgrade performance, seriously compromising its serviceability and flight safety, thus experimental research on the dynamic deformation characteristics of compacted gravel soil is imperative.This study adopts GDS dynamic triaxial test to investigate the effects of cyclic stress ratio (CSR), stress path, water content and drainage conditions on the dynamic accumulated axial strain of compacted gravel soil. Results show that accumulated axial strain increases with higher CSR, with its curves showing "stable" and "critical" characteristics and no specimen failure. Stress path exerts a significant influence: under the same CSR, two-way vibration yields notably smaller accumulated axial strain than one-way vibration, as the coupling of horizontal and vertical dynamic loads inhibits strain development. Higher water content accelerates the dynamic response of gravel soil, undermining subgrade stability. Accumulated axial strain under undrained conditions exceeds that under drained conditions, indicating proper drainage can suppress strain accumulation. These findings provide valuable references for the design of mountainous airport runway subgrades.
DOI: 10.17632/8ywzcygb6s
title: Adherence to Treatment and Outcomes in Older Adults with Substance Use Disorders

description: The dataset comprises anonymized clinical and sociodemographic data of patients aged 50 years and older who were evaluated at the Alcohol and Drug Addiction Research, Treatment, and Education Center (AMATEM) between June 1, 2021, and June 30, 2025, in both outpatient and inpatient settings. A structured sociodemographic and clinical data collection form was developed and completed using information obtained from patient medical records and the hospital information system, and the dataset was compiled in SPSS format.

The dataset includes variables related to sociodemographic characteristics (e.g., age, sex, marital status, education, employment, and housing conditions), substance use history (age at first use, primary and additional substances, route of administration, duration and recency of use, and intravenous use), treatment characteristics (outpatient and inpatient treatment history, number and duration of hospitalizations, and pharmacological treatments including agonist and antagonist therapies), psychiatric and medical comorbidities, and risk-related behaviors (self-harm and suicide attempts).

Patients who had completed a minimum follow-up period of 6 months by the end of the data collection period were eligible for follow-up analyses. Based on follow-up duration, evaluations were conducted at two time points: (1) the first 6 months following the initial presentation and (2) the 6–12 months post-presentation period. At each follow-up interval, patients were classified as adherent if they attended three or more outpatient visits, and as non-adherent if they attended fewer than three visits. Demographic and clinical characteristics were subsequently compared between adherent and non-adherent patients within each follow-up period.

It was hypothesized that treatment adherence among older adults with substance use disorders would be higher during the early follow-up period and would vary according to time-dependent clinical and substance-related factors.

All variables have been translated into English, and a codebook is provided describing variable names, definitions, value labels, and measurement levels. The dataset contains no direct or indirect personal identifiers and complies with ethical standards for research involving human participants. Ethical approval was obtained from the relevant institutional review board, and data sharing is restricted to research and educational purposes.
DOI: 10.17632/8ywzcygb6s.1
title: Adherence to Treatment and Outcomes in Older Adults with Substance Use Disorders

description: The dataset comprises anonymized clinical and sociodemographic data of patients aged 50 years and older who were evaluated at the Alcohol and Drug Addiction Research, Treatment, and Education Center (AMATEM) between June 1, 2021, and June 30, 2025, in both outpatient and inpatient settings. A structured sociodemographic and clinical data collection form was developed and completed using information obtained from patient medical records and the hospital information system, and the dataset was compiled in SPSS format.

The dataset includes variables related to sociodemographic characteristics (e.g., age, sex, marital status, education, employment, and housing conditions), substance use history (age at first use, primary and additional substances, route of administration, duration and recency of use, and intravenous use), treatment characteristics (outpatient and inpatient treatment history, number and duration of hospitalizations, and pharmacological treatments including agonist and antagonist therapies), psychiatric and medical comorbidities, and risk-related behaviors (self-harm and suicide attempts).

Patients who had completed a minimum follow-up period of 6 months by the end of the data collection period were eligible for follow-up analyses. Based on follow-up duration, evaluations were conducted at two time points: (1) the first 6 months following the initial presentation and (2) the 6–12 months post-presentation period. At each follow-up interval, patients were classified as adherent if they attended three or more outpatient visits, and as non-adherent if they attended fewer than three visits. Demographic and clinical characteristics were subsequently compared between adherent and non-adherent patients within each follow-up period.

It was hypothesized that treatment adherence among older adults with substance use disorders would be higher during the early follow-up period and would vary according to time-dependent clinical and substance-related factors.

All variables have been translated into English, and a codebook is provided describing variable names, definitions, value labels, and measurement levels. The dataset contains no direct or indirect personal identifiers and complies with ethical standards for research involving human participants. Ethical approval was obtained from the relevant institutional review board, and data sharing is restricted to research and educational purposes.
DOI: 10.17632/yj5s63253y.1
title: Dataset for "Creative Thinking Disposition among Pre-Service Visual Art Teachers: Gender Differences from an Interactionist Perspective"

description: This dataset contains anonymised survey data collected from pre-service visual art teachers in Ghana as part of a cross-sectional study on creative thinking disposition and gender differences. The dataset includes demographic variables and composite scores measuring creative thinking disposition obtained through a structured self-report questionnaire.

Descriptive statistics indicate moderate to high levels of creative thinking disposition among participants. Inferential analysis using a Welch t-test identifies statistically significant gender differences. The data support interpretation within an interactionist framework, emphasising the combined influence of individual cognitive tendencies and social contexts. No causal inferences should be drawn.
It can be used for secondary analysis, replication studies, cross-cultural comparison, or methodological research in creativity, education, and teacher training contexts.
DOI: 10.17632/j6ztzt9bsj
title: How Do Go-Green and Go-Smart Upgrading Strategies Affect Product Premiums? A Big Data Study Using Apriori Algorithm and PSM

description: Data were sourced from the JD platform, a major Chinese e-commerce platform.
DOI: 10.17632/j6ztzt9bsj.1
title: How Do Go-Green and Go-Smart Upgrading Strategies Affect Product Premiums? A Big Data Study Using Apriori Algorithm and PSM

description: Data were sourced from the JD platform, a major Chinese e-commerce platform.
DOI: 10.17632/wxxx67tvsx
title: SYSTEMATIC REVIEW INCLUDED ARTICLES

description: Contains the list of included articles for the systematic review titled "A Systematic Exploration of Theory Extension, Perspectives, Publication Trends, and Methods used on Mobile Payment Adoption Utilizing the UTAUT2 Model", together with their relevant information.
DOI: 10.17632/wxxx67tvsx.1
title: SYSTEMATIC REVIEW INCLUDED ARTICLES

description: Contains the list of included articles for the systematic review titled "A Systematic Exploration of Theory Extension, Perspectives, Publication Trends, and Methods used on Mobile Payment Adoption Utilizing the UTAUT2 Model", together with their relevant information.
DOI: 10.17632/xd63ghjkhb
title: Effect of Pelvic Proprioception Training on Low Back Pain and Functional Mobility in Multiparous women : A Randomized Controlled Trial

description: This randomized controlled trial investigates the effect of pelvic proprioception training on low back pain and functional mobility in multiparous women with chronic low back pain. Fifty multiparous women with pain persisting for more than six months postpartum were randomly allocated into an experimental group and a control group. The experimental group received pelvic proprioception and pelvic floor–based exercises along with conventional physiotherapy, while the control group received conventional physiotherapy alone. Pain intensity was assessed using the Numeric Pain Rating Scale (NPRS), and functional mobility was evaluated using the Oswestry Disability Index (ODI) before and after the intervention. The study aims to determine whether pelvic proprioception training provides superior improvement in pain reduction and functional mobility compared to conventional treatment. The findings are intended to support evidence-based physiotherapy interventions for chronic low back pain in multiparous women.
DOI: 10.17632/xd63ghjkhb.1
title: Effect of Pelvic Proprioception Training on Low Back Pain and Functional Mobility in Multiparous women : A Randomized Controlled Trial

description: This randomized controlled trial investigates the effect of pelvic proprioception training on low back pain and functional mobility in multiparous women with chronic low back pain. Fifty multiparous women with pain persisting for more than six months postpartum were randomly allocated into an experimental group and a control group. The experimental group received pelvic proprioception and pelvic floor–based exercises along with conventional physiotherapy, while the control group received conventional physiotherapy alone. Pain intensity was assessed using the Numeric Pain Rating Scale (NPRS), and functional mobility was evaluated using the Oswestry Disability Index (ODI) before and after the intervention. The study aims to determine whether pelvic proprioception training provides superior improvement in pain reduction and functional mobility compared to conventional treatment. The findings are intended to support evidence-based physiotherapy interventions for chronic low back pain in multiparous women.
DOI: 10.17632/37kt8xyrjj
title: Pregnancy after metroplasty for PAS disorders

description: Data base
DOI: 10.17632/37kt8xyrjj.1
title: Pregnancy after metroplasty for PAS disorders

description: Data base
DOI: 10.17632/zb5nrp9mjr
title: Contrasting multi-scale effects are evident across the diverse flow networks of hydrological-related ecosystem services

description: This database contains the original data for calculating hydrological-related ecosystem services, including precipitation, evapotranspiration, land use, DEM, etc.
DOI: 10.17632/zb5nrp9mjr.1
title: Contrasting multi-scale effects are evident across the diverse flow networks of hydrological-related ecosystem services

description: This database contains the original data for calculating hydrological-related ecosystem services, including precipitation, evapotranspiration, land use, DEM, etc.
DOI: 10.17632/xp5rcmb2m7
title: Djungarian hamster torpor videos - Hauglund et al., 2026

description: 4 videos of Djungarian hamsters and their thermal imaging data during spontaneous daily torpor and sleep.
DOI: 10.17632/xp5rcmb2m7.1
title: Djungarian hamster torpor videos - Hauglund et al., 2026

description: 4 videos of Djungarian hamsters and their thermal imaging data during spontaneous daily torpor and sleep.
DOI: 10.34740/kaggle/dsv/14624935
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.34740/kaggle/dsv/14624936
title: Glaucoma Detection Dataset
DOI: 10.17632/d622fgdr68
title: Time-Varying Tails and the Tail Risk Premium

description: This replication package provides all data, code, and instructions required to reproduce the empirical results presented in the paper “Time-Varying Tails and the Tail Risk Premium”.
DOI: 10.17632/d622fgdr68.1
title: Time-Varying Tails and the Tail Risk Premium

description: This replication package provides all data, code, and instructions required to reproduce the empirical results presented in the paper “Time-Varying Tails and the Tail Risk Premium”.
DOI: 10.34740/kaggle/dsv/14624944
title: UNET Lung Segmentation Weights for Chest X Rays
DOI: 10.17632/8rbbsj2sd5
title: Teaching in Uncertain Times: How Cognitive Activation Shapes Students’ Psychological Safety and Social Integration

description: This repository contains materials to support the reproducibility of the study “[Your manuscript title]”. The dataset is derived from the OECD Programme for International Student Assessment (PISA) 2018 and includes only the variables required to reproduce the analyses reported in the manuscript.
DOI: 10.17632/8rbbsj2sd5.1
title: Teaching in Uncertain Times: How Cognitive Activation Shapes Students’ Psychological Safety and Social Integration

description: This repository contains materials to support the reproducibility of the study “[Your manuscript title]”. The dataset is derived from the OECD Programme for International Student Assessment (PISA) 2018 and includes only the variables required to reproduce the analyses reported in the manuscript.
DOI: 10.17632/nwd27hky9z
title: Topography and soil seed banks jointly influence plant diversity across microhabitats in the forest-grassland ecotone

description: Summary of the Study Area and Experimental Design for Database
Study Area: Yanhe Watershed (36°27′–37°58′ N, 108°41′–110°29′ E), Chinese Loess Plateau, China.
Climate: continental monsoon; average annual temperature 8-11°C; annual precipitation: 450-550 mm
Sampling Period: 2022 Growing Season
Three small watersheds (S1, S2, S3) were chosen along a southeast-northwest transect spanning the forest-steppe transition zone, with three late-successional plant communities investigated in each watershed: Bothriochloa ischaemum (BA, tussock grass), Artemisia gmelinii (AA, semi-shrub), and Sophora davidii (SA, shrub), totaling 9 sampling sites (3 watersheds × 3 communities). Sampling was carried out in two distinct microhabitats within each site: vegetation patches (area extending from plant core to midpoint of canopy edge of dominant species) and open patches (sparse ground between dominant species), with all sites located on uncultivated or abandoned slopes with more than 40 years of succession. For vegetation and seedling surveys, 162 sub-plots (0.5×0.5 m) were established (3 watersheds × 3 communities × 2 patches × 9 replicates), recording species abundance, height, and coverage for vegetation and abundance for seedlings. α-diversity was calculated as species richness per subplot, γ-diversity as total richness per plot, and β-diversity as turnover among three subplots per plot using β = (γ/ᾱ)-1. The soil seed bank sampling collected 54 composite samples (3 watersheds × 3 communities × 2 patches × 3 replicates) by extracting twenty 5 cm-deep cores (5 cm diameter) per patch, mixing them, and using a 5-month germination method after sieving (0.2 mm), spreading samples over sterilized sand in trays with control trays for contamination detection, turning soil at 2 months, and applying gibberellic acid at 4 months to break dormancy. F54 soil samples were collected using a five-point sampling method at 0-10 cm and 10-20 cm depths for organic carbon (K₂Cr₂O₇ oxidation method) and total nitrogen (Kjeldahl method). Undisturbed cores were taken for soil moisture (oven-drying at 105°C), bulk density (core method), and aggregate stability (dry and wet sieving using 2, 1, 0.5, 0.25, and 0.106 mm sieves). Mean growing-season temperature and precipitation were extracted from the National Earth System Science Data Center at 25 m × 25 m resolution.
DOI: 10.17632/nwd27hky9z.1
title: Topography and soil seed banks jointly influence plant diversity across microhabitats in the forest-grassland ecotone

description: Summary of the Study Area and Experimental Design for Database
Study Area: Yanhe Watershed (36°27′–37°58′ N, 108°41′–110°29′ E), Chinese Loess Plateau, China.
Climate: continental monsoon; average annual temperature 8-11°C; annual precipitation: 450-550 mm
Sampling Period: 2022 Growing Season
Three small watersheds (S1, S2, S3) were chosen along a southeast-northwest transect spanning the forest-steppe transition zone, with three late-successional plant communities investigated in each watershed: Bothriochloa ischaemum (BA, tussock grass), Artemisia gmelinii (AA, semi-shrub), and Sophora davidii (SA, shrub), totaling 9 sampling sites (3 watersheds × 3 communities). Sampling was carried out in two distinct microhabitats within each site: vegetation patches (area extending from plant core to midpoint of canopy edge of dominant species) and open patches (sparse ground between dominant species), with all sites located on uncultivated or abandoned slopes with more than 40 years of succession. For vegetation and seedling surveys, 162 sub-plots (0.5×0.5 m) were established (3 watersheds × 3 communities × 2 patches × 9 replicates), recording species abundance, height, and coverage for vegetation and abundance for seedlings. α-diversity was calculated as species richness per subplot, γ-diversity as total richness per plot, and β-diversity as turnover among three subplots per plot using β = (γ/ᾱ)-1. The soil seed bank sampling collected 54 composite samples (3 watersheds × 3 communities × 2 patches × 3 replicates) by extracting twenty 5 cm-deep cores (5 cm diameter) per patch, mixing them, and using a 5-month germination method after sieving (0.2 mm), spreading samples over sterilized sand in trays with control trays for contamination detection, turning soil at 2 months, and applying gibberellic acid at 4 months to break dormancy. F54 soil samples were collected using a five-point sampling method at 0-10 cm and 10-20 cm depths for organic carbon (K₂Cr₂O₇ oxidation method) and total nitrogen (Kjeldahl method). Undisturbed cores were taken for soil moisture (oven-drying at 105°C), bulk density (core method), and aggregate stability (dry and wet sieving using 2, 1, 0.5, 0.25, and 0.106 mm sieves). Mean growing-season temperature and precipitation were extracted from the National Earth System Science Data Center at 25 m × 25 m resolution.