cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30939008.v1
title: Books Dataset

description: This dataset supports the research article titled <b>“A Multi-Label Classification Framework for Semantic and Contextual Label Prediction from Textual Data.”</b> The dataset is used to evaluate traditional similarity-based methods, machine learning models, and large language model (LLM)-based pipelines for multi-label text classification.The data is derived from an openly available books dataset and includes structured and processed textual information required to reproduce the experimental results reported in the manuscript. It contains book titles, descriptions, author information, publication metadata, and multi-label category assignments used for semantic and contextual classification tasks.This dataset was utilized to generate all quantitative results, tables, and figures presented in the paper, including precision, recall, and F1-score evaluations across multiple Top-N prediction scenarios. Preprocessed versions of the data, label mappings, and derived files used during experimentation are included to ensure full reproducibility of the study.The dataset is intended for researchers and practitioners working in multi-label text classification, recommender systems, semantic analysis, and natural language processing. All data is shared for research and academic purposes under an open-access license, enabling reuse, validation, and extension of the proposed SmarTClass framework.
DOI: 10.5281/zenodo.18030388
title: Dataset for ML-Driven Post-Transplant Surveillance and Risk Modelling in Heart Patients

description: “This dataset contains cleaned clinical features used for post-heart-transplant surveillance and risk modeling using machine learning techniques.”
DOI: 10.5281/zenodo.18030387
title: Dataset for ML-Driven Post-Transplant Surveillance and Risk Modelling in Heart Patients

description: “This dataset contains cleaned clinical features used for post-heart-transplant surveillance and risk modeling using machine learning techniques.”
DOI: 10.15468/dl.v675e7
title: Occurrence Download

description: A dataset containing 41219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyphantria cunea"
 ]
}

 The dataset includes 41219 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063729-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-1100/305
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DOI: 10.18419/darus-1100/344
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DOI: 10.18419/darus-1100/351
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DOI: 10.18419/darus-1100/353
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description: :unav
DOI: 10.25403/upresearchdata.26371996
title: The improvement of mental health among young adults and their peers in a disadvantaged community

description: The research focused on the empowerment of young adults in a disadvantaged community. The study looked at how empowerment unfolds through their involvement in developing and implementing a peer-led intervention for improving mental health among their peers, and in themselves. The focus of the young adults' intervention was on fostering mental health literacy among their peers. Data were collected through project meetings, also referred to as empowerment sessions, and a focus group discussion. The research was guided by the principles of action research, with particular interest in the participatory action research (PAR) model by Susman and Evered (1978). Findings from the study suggested that the process fostered aspects of psychological empowerment in the young adults, such a critical awareness of the environment, resource mobilisation, and the development of confidence and competencies. There were indications that the process also contributed to their psychological and social well-being. Their peers reportedly benefitted through receiving information on mental health and social support from the young adults during the process.
DOI: 10.25403/upresearchdata.26371996.v1
title: The improvement of mental health among young adults and their peers in a disadvantaged community

description: The research focused on the empowerment of young adults in a disadvantaged community. The study looked at how empowerment unfolds through their involvement in developing and implementing a peer-led intervention for improving mental health among their peers, and in themselves. The focus of the young adults' intervention was on fostering mental health literacy among their peers. Data were collected through project meetings, also referred to as empowerment sessions, and a focus group discussion. The research was guided by the principles of action research, with particular interest in the participatory action research (PAR) model by Susman and Evered (1978). Findings from the study suggested that the process fostered aspects of psychological empowerment in the young adults, such a critical awareness of the environment, resource mobilisation, and the development of confidence and competencies. There were indications that the process also contributed to their psychological and social well-being. Their peers reportedly benefitted through receiving information on mental health and social support from the young adults during the process.
DOI: 10.18419/darus-1100/354
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description: :unav
DOI: 10.15468/dl.xgvg6n
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (BOLD:ABW4950)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037492-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-1100/381
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DOI: 10.18419/darus-1100/412
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DOI: 10.18419/darus-1100/464
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description: :unav
DOI: 10.15468/dl.3nptvu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (BOLD:AEM5689)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037493-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-1100/465
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DOI: 10.18419/darus-1100/506
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DOI: 10.18419/darus-1100/541
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DOI: 10.15468/dl.27yry5
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geocarpon glabrum (Michx.) E.E.Schill.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 285 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037494-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-1100/542
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DOI: 10.18419/darus-1100/554
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