cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29644970
title: Full genome based evolutionary analyses of FMD virus serotype A including field outbreak strains isolated from India during the period 2008-2022

description: Sequence data set and analyses file used for drafting manuscript on Full genome based evolutionary analyses of FMD virus serotype A including field outbreak strains isolated from India during the period 2008-2022
DOI: 10.6084/m9.figshare.29644970.v1
title: Full genome based evolutionary analyses of FMD virus serotype A including field outbreak strains isolated from India during the period 2008-2022

description: Sequence data set and analyses file used for drafting manuscript on Full genome based evolutionary analyses of FMD virus serotype A including field outbreak strains isolated from India during the period 2008-2022
DOI: 10.6084/m9.figshare.29645048
title: Supporting Materials for: A PRISMA-Based Systematic Review on Determinants of Revisit Intention in Tourism

description: We conduct a study titled "Exploring Determinants and Theoretical Underpinnings of Revisit Intention in Tourism: A PRISMA-Based Systematic Literature Review", which aims to identify key variables that influence tourists’ revisit intentions. This study adopts a systematic literature review (SLR) approach, following the PRISMA 2020 framework developed by Page et al. (2021). The data are retrieved from the Scopus database during the period of March 14 to May 8, 2025. All articles that meet the inclusion criteria and pass the screening process are included in the final analysis and compiled in the attached RIS file.
DOI: 10.6084/m9.figshare.29645048.v1
title: Supporting Materials for: A PRISMA-Based Systematic Review on Determinants of Revisit Intention in Tourism

description: We conduct a study titled "Exploring Determinants and Theoretical Underpinnings of Revisit Intention in Tourism: A PRISMA-Based Systematic Literature Review", which aims to identify key variables that influence tourists’ revisit intentions. This study adopts a systematic literature review (SLR) approach, following the PRISMA 2020 framework developed by Page et al. (2021). The data are retrieved from the Scopus database during the period of March 14 to May 8, 2025. All articles that meet the inclusion criteria and pass the screening process are included in the final analysis and compiled in the attached RIS file.
DOI: 10.15468/dl.6mye9m
title: Occurrence Download

description: A dataset containing 45470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lacerta agilis",
 "MediaType is Image"
 ]
}

 The dataset includes 45470 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044511-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yfs49
title: Occurrence Download

description: A dataset containing 1309 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola yunnanensis"
 ]
}

 The dataset includes 1309 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044512-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxap65
title: Occurrence Download

description: A dataset containing 10816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10816 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044515-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky3hz8
title: Occurrence Download

description: A dataset containing 784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Luxembourg",
 "HasCoordinate is true"
 ]
}

 The dataset includes 784 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044514-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zwnt8
title: Occurrence Download

description: A dataset containing 1443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixobrychus minutus",
 "MediaType is Image"
 ]
}

 The dataset includes 1443 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044516-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzysn2
title: Occurrence Download

description: A dataset containing 39 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 (Trachemys scripta)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 39 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044517-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/wb1qzy
title: Fungi collection of the University of Eastern Finland

description: The Joensuu fungi collection.
DOI: 10.15468/dl.mvnxp8
title: Occurrence Download

description: A dataset containing 134 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 (Trachemys scripta)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 134 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044519-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79hpd5
title: Occurrence Download

description: A dataset containing 1500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((25.35203 43.28634,47.32165 43.28634,47.32165 52.07043,25.35203 52.07043,25.35203 43.28634))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Natrix tessellata"
 ]
}

 The dataset includes 1500 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044518-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16418895
title: SportPsyCapNet

description: # Impact of Youth Sports and Psychological Capital on Long-Term Development

This repository hosts the code, datasets, and experimental framework for the research paper titled:

**"Research on the Long-Term Impact of Persistence of Youth Sports Participation Behavior and Accumulation of Psychological Capital on Individual Development"**

## 🧠 Overview

This project introduces a novel computational framework that integrates psychological theory with state-of-the-art machine learning to examine how sustained youth sports participation shapes long-term individual development. By analyzing large-scale longitudinal datasets, we explore the interplay between physical activity and psychological capital (self-efficacy, resilience, optimism, and hope).

## 📌 Key Contributions

- 🔧 **Hybrid Modeling Architecture**: Combines symbolic representations with deep learning (e.g., GRUs, transformers) to model behavioral trajectories.- 🧠 **Psychological Capital Integration**: Models psychological capital as an evolving state influenced by sports engagement.- 📊 **Multimodal Dataset Support**: Tested across ASDS, NLSCY, LifE, and MCS datasets with diverse formats and demographics.- 📈 **State-of-the-Art Results**: Outperforms existing baselines like SASRec, LightGCN, NeuMF on multiple metrics (accuracy, AUC, F1-score).

## 🗂 Datasets

We utilize four prominent longitudinal datasets:- **ASDS**: Adolescent Sport and Development Study- **NLSCY**: National Longitudinal Survey of Children and Youth (Canada)- **LifE**: Long-term study on Education and Family (Germany)- **MCS**: Millennium Cohort Study (UK)

## 🏗 Architecture

The core model includes:- **Contextual-Temporal Interaction Module (CTIM)**: Captures visual, temporal, and interactional dynamics in sports.- **Hierarchical Adaptive Knowledge Infusion (HAKI)**: Embeds semantic priors and temporal hierarchies.- **Graph Attention Networks (GAT)**: Models multi-agent interactions within sports environments.- **Uncertainty-Aware Refinement**: Enhances robustness under ambiguous or partial observations.

See diagrams in the [PDF](./F1202-2-SR(1).pdf) for architectural visualizations (pages 9–14).

## 🔬 Experimental Setup

- Framework: PyTorch with mixed precision and Weights & Biases tracking- Hardware: NVIDIA A100 GPU + 512 GB RAM- Optimization: AdamW, cosine decay scheduler, dropout, early stopping- Evaluation: Accuracy, Precision, Recall, F1-Score, AUC, MAE, RMSE

## 📊 Performance

Our model achieved:- **ASDS**: 90.42% Accuracy- **NLSCY**: 91.13% Accuracy- **LifE**: 89.28% Accuracy- **MCS**: 90.37% Accuracy

(Averages across 5 runs with low standard deviations)

## 🚀 Getting Started

```bash# Clone the repogit clone https://github.com/gxpGxdUb1amC/Impact-of-Youth-Sports.gitcd Impact-of-Youth-Sports

# Install dependenciespip install -r requirements.txt

# Run trainingpython train.py --dataset ASDS

# Evaluatepython evaluate.py --dataset ASDS
DOI: 10.5281/zenodo.16418896
title: SportPsyCapNet

description: # Impact of Youth Sports and Psychological Capital on Long-Term Development

This repository hosts the code, datasets, and experimental framework for the research paper titled:

**"Research on the Long-Term Impact of Persistence of Youth Sports Participation Behavior and Accumulation of Psychological Capital on Individual Development"**

## 🧠 Overview

This project introduces a novel computational framework that integrates psychological theory with state-of-the-art machine learning to examine how sustained youth sports participation shapes long-term individual development. By analyzing large-scale longitudinal datasets, we explore the interplay between physical activity and psychological capital (self-efficacy, resilience, optimism, and hope).

## 📌 Key Contributions

- 🔧 **Hybrid Modeling Architecture**: Combines symbolic representations with deep learning (e.g., GRUs, transformers) to model behavioral trajectories.- 🧠 **Psychological Capital Integration**: Models psychological capital as an evolving state influenced by sports engagement.- 📊 **Multimodal Dataset Support**: Tested across ASDS, NLSCY, LifE, and MCS datasets with diverse formats and demographics.- 📈 **State-of-the-Art Results**: Outperforms existing baselines like SASRec, LightGCN, NeuMF on multiple metrics (accuracy, AUC, F1-score).

## 🗂 Datasets

We utilize four prominent longitudinal datasets:- **ASDS**: Adolescent Sport and Development Study- **NLSCY**: National Longitudinal Survey of Children and Youth (Canada)- **LifE**: Long-term study on Education and Family (Germany)- **MCS**: Millennium Cohort Study (UK)

## 🏗 Architecture

The core model includes:- **Contextual-Temporal Interaction Module (CTIM)**: Captures visual, temporal, and interactional dynamics in sports.- **Hierarchical Adaptive Knowledge Infusion (HAKI)**: Embeds semantic priors and temporal hierarchies.- **Graph Attention Networks (GAT)**: Models multi-agent interactions within sports environments.- **Uncertainty-Aware Refinement**: Enhances robustness under ambiguous or partial observations.

See diagrams in the [PDF](./F1202-2-SR(1).pdf) for architectural visualizations (pages 9–14).

## 🔬 Experimental Setup

- Framework: PyTorch with mixed precision and Weights & Biases tracking- Hardware: NVIDIA A100 GPU + 512 GB RAM- Optimization: AdamW, cosine decay scheduler, dropout, early stopping- Evaluation: Accuracy, Precision, Recall, F1-Score, AUC, MAE, RMSE

## 📊 Performance

Our model achieved:- **ASDS**: 90.42% Accuracy- **NLSCY**: 91.13% Accuracy- **LifE**: 89.28% Accuracy- **MCS**: 90.37% Accuracy

(Averages across 5 runs with low standard deviations)

## 🚀 Getting Started

```bash# Clone the repogit clone https://github.com/gxpGxdUb1amC/Impact-of-Youth-Sports.gitcd Impact-of-Youth-Sports

# Install dependenciespip install -r requirements.txt

# Run trainingpython train.py --dataset ASDS

# Evaluatepython evaluate.py --dataset ASDS
DOI: 10.15468/dl.8en3nj
title: Occurrence Download

description: A dataset containing 110758 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 (Trachemys scripta)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 110758 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044500-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/77rpvz
title: Myxomycetes collection of the University of Eastern Finland

description: The myxomycetes collection of the University of Eastern Finland, Joensuu campus.
DOI: 10.11582/2019.00015
title: Synchrotron X-ray imaging in 4D: Multiscale failure and compaction localization in triaxially compressed porous limestone

description: Series of time-lapse 3D X-ray microtomography images of a sample of Leitha limestone deformed in the traxial apparatus HADES at the beamline ID19, ESRF.
DOI: 10.15468/dl.7n994t
title: Occurrence Download

description: A dataset containing 819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 819 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044520-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhk47g
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Irania gutturalis",
 "MediaType is Image"
 ]
}

 The dataset includes 204 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044522-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsq543
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphanomyces astaci",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044521-250717081556266/datasets/export for details.
DOI: 10.15468/dl.achz6r
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Protomelas triaenodon)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044523-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcnt3p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphanomyces astaci",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044525-250717081556266/datasets/export for details.
DOI: 10.15468/dl.gj6x9s
title: Occurrence Download

description: A dataset containing 2304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea polystachya",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2304 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044524-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93y8qd
title: Occurrence Download

description: A dataset containing 50389634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1985-2025"
 ]
}

 The dataset includes 50389634 records from 1202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044396-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr96u5
title: Occurrence Download

description: A dataset containing 645 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syringa pubescens subsp. patula (Palib.) M.C.Chang & X.L.Chen"
 ]
}

 The dataset includes 645 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241672-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.za8gvf
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia sphaerocephala Krasch."
 ]
}

 The dataset includes 54 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242215-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpe25t
title: Occurrence Download

description: A dataset containing 37540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Indonesia, Malaysia, Philippines, Papua New Guinea, Singapore, Brunei Darussalam, Timor-Leste)",
 "OccurrenceStatus is Present",
 "TaxonKey is Melastomataceae"
 ]
}

 The dataset includes 37540 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283325-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7vhzm
title: Occurrence Download

description: A dataset containing 14842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "MediaType is Image",
 "TaxonKey is Elaeagnus umbellata Thunb."
 ]
}

 The dataset includes 14842 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244089-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6g3th3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lordithon aitai Li, Li-Zhen & Ohbayashi, 1997",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216203-220831081235567/datasets/export for details.
DOI: 10.15468/dl.w3yg6w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanophora harlandii Hook.fil.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195178-220831081235567/datasets/export for details.
DOI: 10.15468/dl.qj8r5m
title: Occurrence Download

description: A dataset containing 1031 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bambusa tuldoides Munro"
 ]
}

 The dataset includes 1031 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243528-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvag98
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vitis shiragae Makino",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195186-220831081235567/datasets/export for details.
DOI: 10.15468/dl.tjsdjj
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.63333 42.75278,6.74283 42.75278,6.74283 46.50649,-2.63333 46.50649,-2.63333 42.75278))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Margaritifera auricularia (Spengler, 1793)",
 "Year 2015-2020"
 ]
}

 The dataset includes 114 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228942-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.