cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dbjgk7sgg8.2
title: A global health and environment dataset integrating seven international sources 1990-2023

description: GloHEAD (Global Health and Environment Aggregated Dataset) is a harmonized database integrating seven major international data sources for environmental epidemiology research.

Data sources include:
- Global Burden of Disease Study 2023 (disease burden estimates)
- GBD Summary Exposure Values (89 risk factors)
- ERA5 climate reanalysis (temperature, precipitation)
- World Bank Development Indicators (socioeconomic data)
- WHO Global Health Observatory (environmental health)
- Satellite-derived PM2.5 concentrations
- Per-capita CO2 emissions

Key features:
- Temporal coverage: 1990-2023
- Spatial coverage: 204 GBD countries and territories
- Over 7.2 million records across 8 core tables
- Standardized country names enabling cross-source joins
- SQLite format with comprehensive documentation

The dataset removes technical barriers to multi-source data harmonization, enabling hypothesis generation and trend analysis for global health research. Full processing code and validation scripts are included.

Version: 1.0
Format: SQLite database (compressed)
License: See DATA_LICENSE.md for upstream source terms
DOI: 10.15468/dl.mhx2hk
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Geometry POLYGON ((-59.00499356296493 -37.587454540108396, -59.06999460993541 -37.59772419668603, -59.12514695473727 -37.62697734327066, -59.16207384096503 -37.670778932584426, -59.17513417091852 -37.72247912972358, -59.162292423298815 -37.77421483047708, -59.125456078164405 -37.81810213345427, -59.0702131941447 -37.847440994206245, -59.00499356296493 -37.85774615490207, -58.93977393178516 -37.84744099420623, -58.884531047765456 -37.81810213345428, -58.847694702631046 -37.77421483047708, -58.83485295501134 -37.722479129723574, -58.84791328496485 -37.670778932584426, -58.884840171192586 -37.62697734327068, -58.93999251599447 -37.59772419668604, -59.00499356296493 -37.587454540108396))",
 "HasCoordinate is true",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 525 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020712-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wy833r6rxr
title: Packed bed experimantal data

description: Experimental data residual-driven sensitivity analysis for pressure drop prediction in packed beds of spherical particles
DOI: 10.15468/dl.kfvgjx
title: Occurrence Download

description: A dataset containing 119447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Croatia, Serbia, Moldova, Republic of, Albania, Bosnia and Herzegovina, Montenegro, Kosovo, North Macedonia, Hungary, Greece, Bulgaria, Romania)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Amphibia, Squamata, Testudines)",
 "Year 2010-2026"
 ]
}

 The dataset includes 119447 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020664-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wy833r6rxr.1
title: Packed bed experimantal data

description: Experimental data residual-driven sensitivity analysis for pressure drop prediction in packed beds of spherical particles
DOI: 10.17632/44bb9wz59m.1
title: Wet yet reduced: The conundrum of magmatic water and fO2 in porphyry Sn-(W) system

description: Data for: Wet yet reduced: The conundrum of magmatic water and fO2 in porphyry Sn-(W) system
DOI: 10.17632/v6y9mhr8jr
title: Knowledge-Based Skills Development:: a PLS-SEM Project Using SmartPLS

description: This dataset is a PLS-SEM project using SmartPLS designed to analyze the development of Knowledge-Based Skills, examining the effects of Knowledge Learning, Practice Learning, and AI Ethics, as well as the mediating role of AI-supported learning facilities in shaping skills related to the use of AI technologies.

Contact: (Only WhatsApp) +62 821-2057-0977
DOI: 10.17632/v6y9mhr8jr.1
title: Knowledge-Based Skills Development:: a PLS-SEM Project Using SmartPLS

description: This dataset is a PLS-SEM project using SmartPLS designed to analyze the development of Knowledge-Based Skills, examining the effects of Knowledge Learning, Practice Learning, and AI Ethics, as well as the mediating role of AI-supported learning facilities in shaping skills related to the use of AI technologies.

Contact: (Only WhatsApp) +62 821-2057-0977
DOI: 10.17632/43ms3m4ckm
title: Transcrição das entrevistas do estudo "Depressão no envelhecimento: percepções de idosos atendidos na Atenção Primária à Saúde "

description: Arquivo com a transcrição das entrevistas do estudo intitulado "Depressão no envelhecimento: percepções de idosos atendidos na Atenção Primária à Saúde "
DOI: 10.17632/43ms3m4ckm.1
title: Transcrição das entrevistas do estudo "Depressão no envelhecimento: percepções de idosos atendidos na Atenção Primária à Saúde "

description: Arquivo com a transcrição das entrevistas do estudo intitulado "Depressão no envelhecimento: percepções de idosos atendidos na Atenção Primária à Saúde "
DOI: 10.17632/7wb8xhxwgy
title: MASLD Data

description: This study utilized data from the NHANES database for the cycle spanning August 2021 to August 2023. From the initial population, 6,699 participants with complete VCTE results were selected. Participants were excluded based on the following criteria: (1) age &lt; 18 years; (2) heavy alcohol consumption (≥30 g/day for men and ≥20 g/day for women) or missing alcohol data; and (3) incomplete data required for calculating the TyHGB index. Ultimately, 2,320 participants were included as the study subjects.
DOI: 10.17632/7wb8xhxwgy.1
title: MASLD Data

description: This study utilized data from the NHANES database for the cycle spanning August 2021 to August 2023. From the initial population, 6,699 participants with complete VCTE results were selected. Participants were excluded based on the following criteria: (1) age &lt; 18 years; (2) heavy alcohol consumption (≥30 g/day for men and ≥20 g/day for women) or missing alcohol data; and (3) incomplete data required for calculating the TyHGB index. Ultimately, 2,320 participants were included as the study subjects.
DOI: 10.17632/dm98f6c8zt
title: Data sharing Hospitality SMEs open-ended question result.

description: Data available
DOI: 10.17632/dm98f6c8zt.1
title: Data sharing Hospitality SMEs open-ended question result.

description: Data available
DOI: 10.15468/dl.aprxah
title: Occurrence Download

description: A dataset containing 2656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Convolvulus arvensis)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 2656 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020713-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18301381
title: ONA TILI DARSLARIDA METODIK TADQIQOT NATIJALARINI AMALIYOTGA TATBIQ ETISH YO'LLARI

description: Mazkur maqolada ona tili darslarida olib borilgan metodik tadqiqotlar natijalarini ta’lim amaliyotiga samarali tatbiq etish yo‘llari yoritilgan. Tadqiqot jarayonida ona tili o‘qitish metodikasiga oid ilmiy adabiyotlar tahlil qilinib, maktab ta’limi amaliyotida metodik yondashuvlarning qo‘llanishi pedagogik kuzatuvlar asosida o‘rganildi. Maqolada interaktiv metodlar, kommunikativ yondashuvlar va zamonaviy pedagogik texnologiyalarning ona tili darslaridagi samaradorligi asoslab berildi. Tadqiqot natijalari metodik izlanishlar asosida tashkil etilgan darslar o‘quvchilarning nutqiy kompetensiyasi, mustaqil fikrlash qobiliyati hamda til ko‘nikmalarini rivojlantirishda muhim ahamiyatga ega ekanini ko‘rsatdi. Shuningdek, metodik tadqiqot natijalarini amaliyotga tatbiq etishda o‘qituvchining kasbiy mahorati, darsni rejalashtirish va metodlarni to‘g‘ri tanlash muhim omil sifatida e’tirof etildi.
DOI: 10.5281/zenodo.18301382
title: ONA TILI DARSLARIDA METODIK TADQIQOT NATIJALARINI AMALIYOTGA TATBIQ ETISH YO'LLARI

description: Mazkur maqolada ona tili darslarida olib borilgan metodik tadqiqotlar natijalarini ta’lim amaliyotiga samarali tatbiq etish yo‘llari yoritilgan. Tadqiqot jarayonida ona tili o‘qitish metodikasiga oid ilmiy adabiyotlar tahlil qilinib, maktab ta’limi amaliyotida metodik yondashuvlarning qo‘llanishi pedagogik kuzatuvlar asosida o‘rganildi. Maqolada interaktiv metodlar, kommunikativ yondashuvlar va zamonaviy pedagogik texnologiyalarning ona tili darslaridagi samaradorligi asoslab berildi. Tadqiqot natijalari metodik izlanishlar asosida tashkil etilgan darslar o‘quvchilarning nutqiy kompetensiyasi, mustaqil fikrlash qobiliyati hamda til ko‘nikmalarini rivojlantirishda muhim ahamiyatga ega ekanini ko‘rsatdi. Shuningdek, metodik tadqiqot natijalarini amaliyotga tatbiq etishda o‘qituvchining kasbiy mahorati, darsni rejalashtirish va metodlarni to‘g‘ri tanlash muhim omil sifatida e’tirof etildi.
DOI: 10.15468/dl.y9qed2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((16.46583 37.45718,15.67679 38.58729,12.95103 38.81121,10.297 38.7553,9.3645 38.5312,11.80334 37.28617,14.09872 35.02776,16.46583 37.45718))",
 "HasGeospatialIssue is false",
 "TaxonKey is Unio"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020715-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xreavb
title: Occurrence Download

description: A dataset containing 7459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rostellularia adscendens",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7459 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020714-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3xjnxcp333
title: Master Analysis Table

description: This dataset contains the underlying raw data for a Q-methodological study exploring the subjective pedagogical orientations of social studies educators (N=45) toward digital citizenship. As digital technologies increasingly mediate civic life, this research investigates how both pre-service (N=22) and in-service (N=23) teachers prioritize competing commitments—such as security, functional production, and critical inquiry—within technology-mediated learning environments.

The dataset includes:

Participant Demographics: Anonymized profiles of educators, including their group status, professional seniority (categorized as 1-5, 6-10, 11-15, and 16+ years), settlement units, and prior digital citizenship training.

Raw Q-Sort Matrix: The primary data matrix where 45 participants rank-ordered 40 theoretical statements about digital citizenship using a forced quasi-normal distribution (ranging from -4 to +4).

The Q-Set: A comprehensive list of the 40 statements utilized in the study, categorized into four theoretical dimensions: (a) Traditional and Basic Skills, (b) Critical Consciousness and Inquiry, (c) Democratic Participation and Activism, and (d) Pedagogy and Teacher Roles.

The data reveal three distinct pedagogical factors: a "functional-production" orientation, a "normative-protectionist" orientation, and a "critical-inquiry" orientation. Notably, the dataset provides empirical evidence of a developmental shift, with experienced teachers demonstrating a higher alignment with critical-inquiry stances compared to the protectionist reflex observed in teacher candidates.

Methodology: The data were analyzed using Python (Scikit-learn) for factor extraction and Z-score calculation. This repository serves to ensure the transparency and reproducibility of the study's findings.

Ethical Statement: Institutional ethics approval was granted by the Balıkesir University Ethics Committee (Decision No: 2025/11-58).
DOI: 10.17632/3xjnxcp333.1
title: Master Analysis Table

description: This dataset contains the underlying raw data for a Q-methodological study exploring the subjective pedagogical orientations of social studies educators (N=45) toward digital citizenship. As digital technologies increasingly mediate civic life, this research investigates how both pre-service (N=22) and in-service (N=23) teachers prioritize competing commitments—such as security, functional production, and critical inquiry—within technology-mediated learning environments.

The dataset includes:

Participant Demographics: Anonymized profiles of educators, including their group status, professional seniority (categorized as 1-5, 6-10, 11-15, and 16+ years), settlement units, and prior digital citizenship training.

Raw Q-Sort Matrix: The primary data matrix where 45 participants rank-ordered 40 theoretical statements about digital citizenship using a forced quasi-normal distribution (ranging from -4 to +4).

The Q-Set: A comprehensive list of the 40 statements utilized in the study, categorized into four theoretical dimensions: (a) Traditional and Basic Skills, (b) Critical Consciousness and Inquiry, (c) Democratic Participation and Activism, and (d) Pedagogy and Teacher Roles.

The data reveal three distinct pedagogical factors: a "functional-production" orientation, a "normative-protectionist" orientation, and a "critical-inquiry" orientation. Notably, the dataset provides empirical evidence of a developmental shift, with experienced teachers demonstrating a higher alignment with critical-inquiry stances compared to the protectionist reflex observed in teacher candidates.

Methodology: The data were analyzed using Python (Scikit-learn) for factor extraction and Z-score calculation. This repository serves to ensure the transparency and reproducibility of the study's findings.

Ethical Statement: Institutional ethics approval was granted by the Balıkesir University Ethics Committee (Decision No: 2025/11-58).
DOI: 10.17632/p92nfy4n3k
title: Historical Military Conflict, Current Trade Tensions, and Global Supply Chains

description: This replication package contains the datasets and Stata code required to reproduce the empirical results presented in the paper "Historical Military Conflict, Current Trade Tensions, and Global Supply Chains."
DOI: 10.17632/p92nfy4n3k.1
title: Historical Military Conflict, Current Trade Tensions, and Global Supply Chains

description: This replication package contains the datasets and Stata code required to reproduce the empirical results presented in the paper "Historical Military Conflict, Current Trade Tensions, and Global Supply Chains."
DOI: 10.17632/fwh5kr2n92
title: Data3 for Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations

description: Molecular Dynamics Simulation Trajectory for the manuscript "Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations"

1UBQ_WT_Charmm36m_trajectory_1.tar is used for the following sections: Different trajectory frame interval (timestep), Different significance threshold, and Different distance threshold.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36m_trajectory_2.tar, and 1UBQ_WT_Charmm36m_trajectory_3.tar are used for the Independent replicate simulations section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36_trajectory.tar, and 1UBQ_WT_Amber_trajectory.tar are used for the Different force fields section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_I3A_Charmm36m_trajectory.tar, 1UBQ_L15S_Charmm36m_trajectory.tar, 1UBQ_K33G_Charmm36m_trajectory.tar, 1UBQ_P38Q_Charmm36m_trajectory.tar, 1UBQ_E51D_Charmm36m_trajectory.tar, and 1UBQ_V70N_Charmm36m_trajectory.tar are used for the Different mutations section.
DOI: 10.17632/fwh5kr2n92.1
title: Data3 for Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations

description: Molecular Dynamics Simulation Trajectory for the manuscript "Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations"

1UBQ_WT_Charmm36m_trajectory_1.tar is used for the following sections: Different trajectory frame interval (timestep), Different significance threshold, and Different distance threshold.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36m_trajectory_2.tar, and 1UBQ_WT_Charmm36m_trajectory_3.tar are used for the Independent replicate simulations section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36_trajectory.tar, and 1UBQ_WT_Amber_trajectory.tar are used for the Different force fields section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_I3A_Charmm36m_trajectory.tar, 1UBQ_L15S_Charmm36m_trajectory.tar, 1UBQ_K33G_Charmm36m_trajectory.tar, 1UBQ_P38Q_Charmm36m_trajectory.tar, 1UBQ_E51D_Charmm36m_trajectory.tar, and 1UBQ_V70N_Charmm36m_trajectory.tar are used for the Different mutations section.
DOI: 10.17632/7bywrcsmrr
title: Role of Trust, Satisfaction, and Ethical Concerns

description: The increasing use of artificial intelligence (AI) driven recommendation systems has reshaped consumer decision-making in e-commerce by enabling personalized and data-based interactions. However, limited empirical evidence exists on how trust, satisfaction, and ethical concerns jointly influence customer buying behaviour, particularly in the Indian digital market. This study addresses this gap by examining the combined effects of these factors on consumer responses to AI-based recommendations in Indian e-commerce platforms.
A quantitative research design was adopted, and primary data were collected from 410 active online shoppers using a structured questionnaire. Income-based stratified random sampling was applied to ensure balanced representation across economic groups. The data were analysed using descriptive statistics, reliability and validity testing, Pearson’s correlation, and multiple regression analysis.
DOI: 10.17632/7bywrcsmrr.1
title: Role of Trust, Satisfaction, and Ethical Concerns

description: The increasing use of artificial intelligence (AI) driven recommendation systems has reshaped consumer decision-making in e-commerce by enabling personalized and data-based interactions. However, limited empirical evidence exists on how trust, satisfaction, and ethical concerns jointly influence customer buying behaviour, particularly in the Indian digital market. This study addresses this gap by examining the combined effects of these factors on consumer responses to AI-based recommendations in Indian e-commerce platforms.
A quantitative research design was adopted, and primary data were collected from 410 active online shoppers using a structured questionnaire. Income-based stratified random sampling was applied to ensure balanced representation across economic groups. The data were analysed using descriptive statistics, reliability and validity testing, Pearson’s correlation, and multiple regression analysis.
DOI: 10.5281/zenodo.17197079
title: MTD2025: A high-quality dataset curated specifically for multi-target molecule generation

description: MTD2025 is a high-quality dataset curated specifically for multi-target molecule generation. It provides detailed information on molecules and their associated protein targets, along with precomputed molecular conformations and protein embeddings. This dataset is designed to support the development and benchmarking of multi-target drug design models.
DOI: 10.17632/p2cvy8z9ms
title: Data2 for Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations

description: Molecular Dynamics Simulation Trajectory for the manuscript "Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations"

1UBQ_WT_Charmm36m_trajectory_1.tar is used for the following sections: Different trajectory frame interval (timestep), Different significance threshold, and Different distance threshold.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36m_trajectory_2.tar, and 1UBQ_WT_Charmm36m_trajectory_3.tar are used for the Independent replicate simulations section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36_trajectory.tar, and 1UBQ_WT_Amber_trajectory.tar are used for the Different force fields section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_I3A_Charmm36m_trajectory.tar, 1UBQ_L15S_Charmm36m_trajectory.tar, 1UBQ_K33G_Charmm36m_trajectory.tar, 1UBQ_P38Q_Charmm36m_trajectory.tar, 1UBQ_E51D_Charmm36m_trajectory.tar, and 1UBQ_V70N_Charmm36m_trajectory.tar are used for the Different mutations section.
DOI: 10.17632/p2cvy8z9ms.1
title: Data2 for Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations

description: Molecular Dynamics Simulation Trajectory for the manuscript "Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations"

1UBQ_WT_Charmm36m_trajectory_1.tar is used for the following sections: Different trajectory frame interval (timestep), Different significance threshold, and Different distance threshold.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36m_trajectory_2.tar, and 1UBQ_WT_Charmm36m_trajectory_3.tar are used for the Independent replicate simulations section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36_trajectory.tar, and 1UBQ_WT_Amber_trajectory.tar are used for the Different force fields section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_I3A_Charmm36m_trajectory.tar, 1UBQ_L15S_Charmm36m_trajectory.tar, 1UBQ_K33G_Charmm36m_trajectory.tar, 1UBQ_P38Q_Charmm36m_trajectory.tar, 1UBQ_E51D_Charmm36m_trajectory.tar, and 1UBQ_V70N_Charmm36m_trajectory.tar are used for the Different mutations section.
DOI: 10.17632/c6tyt3srsg
title: Data1 for Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations

description: Molecular Dynamics Simulation Trajectory for the manuscript "Measuring Differences in Protein Allosteric Graphs Constructed via Molecular Dynamics Simulations"

1UBQ_WT_Charmm36m_trajectory_1.tar is used for the following sections: Different trajectory frame interval (timestep), Different significance threshold, and Different distance threshold.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36m_trajectory_2.tar, and 1UBQ_WT_Charmm36m_trajectory_3.tar are used for the Independent replicate simulations section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_WT_Charmm36_trajectory.tar, and 1UBQ_WT_Amber_trajectory.tar are used for the Different force fields section.

1UBQ_WT_Charmm36m_trajectory_1.tar, 1UBQ_I3A_Charmm36m_trajectory.tar, 1UBQ_L15S_Charmm36m_trajectory.tar, 1UBQ_K33G_Charmm36m_trajectory.tar, 1UBQ_P38Q_Charmm36m_trajectory.tar, 1UBQ_E51D_Charmm36m_trajectory.tar, and 1UBQ_V70N_Charmm36m_trajectory.tar are used for the Different mutations section.