cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xv25yjbzkm.2
title: Diabetes Risk Prediction Dataset: Demographics, Lifestyle, and Clinical Indicators

description: 📄 Dataset Description

This dataset contains demographic, lifestyle, and clinical health indicators collected for the purpose of predicting diabetes risk using machine learning techniques. The data integrates both behavioral and physiological variables to provide a comprehensive view of factors influencing diabetes onset.

📄Content

1. Demographics: Gender, Age
2. Lifestyle Factors: Physical Activity, Smoking Status, Alcohol Intake, Family History, Hypertension
3. Clinical Measurements: Glucose, Blood Pressure, Skin Thickness, Insulin, BMI, Cholesterol, Diabetes Pedigree Function
4. Target Variable: Outcome (Diabetic / Non-diabetic)

📄Objective

The primary goal of this dataset is to support the development and evaluation of classification models that can predict whether an individual is diabetic or non-diabetic based on measurable risk factors.

📄Potential Use Cases

1. Building and testing machine learning models for diabetes prediction.
2. Exploring correlations between lifestyle choices and diabetes prevalence.
3. Conducting data analysis in healthcare research and medical decision support systems.
4. Developing early risk assessment tools for clinical practice.

📄Format

File type: CSV
Rows: Each row represents an individual record.
Columns: Attributes include demographic, lifestyle, clinical features, and diabetes outcome.

📄Notes

All values are anonymized.

The dataset is intended for educational, research, and analytical purposes only.

Users should validate models against external datasets before applying in clinical settings.
DOI: 10.17632/ps3bgwp6mf
title: Catena_pika_34846

description: Soil, plant data, microbiome sequencing raw sequences, and related analysis code
DOI: 10.17632/ps3bgwp6mf.1
title: Catena_pika_34846

description: Soil, plant data, microbiome sequencing raw sequences, and related analysis code
DOI: 10.15468/7wb9as
title: Irish Butterfly Monitoring Scheme

description: Butterfly data from the Irish Butterfly Monitoring Scheme
DOI: 10.15468/lohime
title: Irish Crop Wild Relative Database

description: Data on the distribution of Irish CWR species. Data on key ITPGRA species were compiled in 2010 from the National Parks and Wildlife Service, the National Herbarium, and the National Vegetation Database. The database also includes recent CWR data collected under projects funded by DAFM (Genetic Heritage Ireland 2009-2010; and the National Biodiversity Data Centre 2011 & 2012).
DOI: 10.17632/cv6fbc28c3
title: Fabricating TiB2/Al-Si Composites by Wire Arc Additive Manufacturing: A Flux-Cored Wire Approach

description: TiB2 was introduced through a self-developed Al-Si alloys flux-cored wire, and TiB2 reinforced Al-Si composites were successfully fabricated via wire arc additive manufacturing (WAAM). Subsequently, the comprehensive influence of TiB2 particles on the formation mechanism of pores, the evolution of grain structure, and mechanical properties was studied. The results demonstrated that pores originated from hydrogen in the molten pool and the air carried by the flux-cored wire, which migrated and aggregated in the molten pool and mainly concentrated near the fusion boundary. The incorporated TiB2 particles significantly modified solidification behavior, migrating to grain boundaries under the combined effects of force, where they simultaneously pinned boundaries and promoted heterogeneous nucleation. This dual effect refined grain structure and promoted equiaxed crystals throughout deposited layers. Compared with the Al-Si alloys sample, the TiB2/Al-Si composites sample strength increased to 182.67±1.53 MPa and 165±4.24 MPa in the horizontal and vertical directions, respectively. However, the elongation decreased to 10±0.57% and 4.88±1.05% in the horizontal and vertical directions, mainly due to the excessive pores. This study provides a viable WAAM strategy for fabricating Al matrix composites with controllable microstructure-property relationships.
DOI: 10.17632/cv6fbc28c3.1
title: Fabricating TiB2/Al-Si Composites by Wire Arc Additive Manufacturing: A Flux-Cored Wire Approach

description: TiB2 was introduced through a self-developed Al-Si alloys flux-cored wire, and TiB2 reinforced Al-Si composites were successfully fabricated via wire arc additive manufacturing (WAAM). Subsequently, the comprehensive influence of TiB2 particles on the formation mechanism of pores, the evolution of grain structure, and mechanical properties was studied. The results demonstrated that pores originated from hydrogen in the molten pool and the air carried by the flux-cored wire, which migrated and aggregated in the molten pool and mainly concentrated near the fusion boundary. The incorporated TiB2 particles significantly modified solidification behavior, migrating to grain boundaries under the combined effects of force, where they simultaneously pinned boundaries and promoted heterogeneous nucleation. This dual effect refined grain structure and promoted equiaxed crystals throughout deposited layers. Compared with the Al-Si alloys sample, the TiB2/Al-Si composites sample strength increased to 182.67±1.53 MPa and 165±4.24 MPa in the horizontal and vertical directions, respectively. However, the elongation decreased to 10±0.57% and 4.88±1.05% in the horizontal and vertical directions, mainly due to the excessive pores. This study provides a viable WAAM strategy for fabricating Al matrix composites with controllable microstructure-property relationships.
DOI: 10.17632/3zp9zxpfkg.1
title: Autophagy Targeting by Astaxanthin in PCOS
DOI: 10.17632/7px4sszkwx
title: Short-term water-for-carbon trading cannot offset the cumulative effects of heatwaves on gross primary production

description: Monthly data
DOI: 10.17632/7px4sszkwx.1
title: Short-term water-for-carbon trading cannot offset the cumulative effects of heatwaves on gross primary production

description: Monthly data
DOI: 10.17632/m52tdhgvcs
title: Parental Educational Expectations, Parental Involvement, Teacher Support, and School Adjustment of Children with Disabilities: An Indirect Home–School Collaboration Model

description: Background: The school adjustment of children with disabilities is a core issue in the field of inclusive education; however, the roles of parents and teachers, as well as the relationship between them in promoting such adjustment, have not been adequately examined.
Aims: Drawing on ecological systems theory, this study examines the relationships among parental educational expectations, home-based parental involvement, teacher support, and the school adjustment of children with disabilities, and explores effective collaborative models for promoting their school adjustment.
Sample(s): A total of 332 children with disabilities and their parents from multiple provinces in China participated in this study. All children with disabilities were placed in inclusive classrooms.
Methods: A cross-sectional design and structural equation modeling were employed. Data were collected through self-report questionnaires completed by the children with disabilities and their parents.
Results: A moderated mediation model was constructed. The model indicates that: (1) parental educational expectations positively predict the school adjustment of children with disabilities; (2) parental educational expectations are partially linked to children’s school adjustment through parental involvement; and (3) teacher support positively moderates the relationship between parental involvement and the school adjustment of children with disabilities.
Conclusions: This study extends the applicability of ecological systems theory at both the microsystem and mesosystem levels in inclusive education, revealing the mechanism through which non-direct-contact home–school collaboration promotes the school adjustment of children with disabilities. Implications for policy-making and practice are discussed.
DOI: 10.17632/m52tdhgvcs.1
title: Parental Educational Expectations, Parental Involvement, Teacher Support, and School Adjustment of Children with Disabilities: An Indirect Home–School Collaboration Model

description: Background: The school adjustment of children with disabilities is a core issue in the field of inclusive education; however, the roles of parents and teachers, as well as the relationship between them in promoting such adjustment, have not been adequately examined.
Aims: Drawing on ecological systems theory, this study examines the relationships among parental educational expectations, home-based parental involvement, teacher support, and the school adjustment of children with disabilities, and explores effective collaborative models for promoting their school adjustment.
Sample(s): A total of 332 children with disabilities and their parents from multiple provinces in China participated in this study. All children with disabilities were placed in inclusive classrooms.
Methods: A cross-sectional design and structural equation modeling were employed. Data were collected through self-report questionnaires completed by the children with disabilities and their parents.
Results: A moderated mediation model was constructed. The model indicates that: (1) parental educational expectations positively predict the school adjustment of children with disabilities; (2) parental educational expectations are partially linked to children’s school adjustment through parental involvement; and (3) teacher support positively moderates the relationship between parental involvement and the school adjustment of children with disabilities.
Conclusions: This study extends the applicability of ecological systems theory at both the microsystem and mesosystem levels in inclusive education, revealing the mechanism through which non-direct-contact home–school collaboration promotes the school adjustment of children with disabilities. Implications for policy-making and practice are discussed.
DOI: 10.17632/ct9d76hdtr
title: HDL-C drives osteoporosis via FCGR2A-mediated suppression of FXR/YAP-dependent osteoclast ferroptosis

description: To further explore the role of FCGR2A in osteoporosis, monocytes were isolated from the bone marrow of Fcgr2a−/− and wild-type mice. Total RNA was extracted and submitted for RNA sequencing analysis
DOI: 10.17632/ct9d76hdtr.1
title: HDL-C drives osteoporosis via FCGR2A-mediated suppression of FXR/YAP-dependent osteoclast ferroptosis

description: To further explore the role of FCGR2A in osteoporosis, monocytes were isolated from the bone marrow of Fcgr2a−/− and wild-type mice. Total RNA was extracted and submitted for RNA sequencing analysis
DOI: 10.17632/6zbc9grnnf
title: Niclosamide Suppresses Gastric Cancer Progression through YTHDF2 Inhibition-Affected Lactate Metabolic Reprogramming

description: This study hypothesizes that the anti-tumor effects of niclosamide in gastric cancer (GC) are mediated through the disruption of metabolic reprogramming, specifically by targeting the m6A reader protein YTHDF2, which in turn influences the expression of key metabolic genes.
This dataset contains original experimental data that validates the role of YTHDF2 and the mechanism of niclosamide action. The Western Blot (immunoblot) data demonstrates the protein-level expression of YTHDF2 and its downstream metabolic target genes upon niclosamide treatment. Immunohistochemistry (IHC) images Visualize the in situ expression and spatial localization of YTHDF2 and metabolic pathway components within gastric cancer tissue, providing pathological context. Transwell assay images quantitatively documenting the inhibitory effect of niclosamide on GC cell migration and invasion capabilities. Colony formation assay images directly showing the suppressive impact of niclosamide on GC cell proliferation and long-term clonogenic survival.
DOI: 10.17632/6zbc9grnnf.1
title: Niclosamide Suppresses Gastric Cancer Progression through YTHDF2 Inhibition-Affected Lactate Metabolic Reprogramming

description: This study hypothesizes that the anti-tumor effects of niclosamide in gastric cancer (GC) are mediated through the disruption of metabolic reprogramming, specifically by targeting the m6A reader protein YTHDF2, which in turn influences the expression of key metabolic genes.
This dataset contains original experimental data that validates the role of YTHDF2 and the mechanism of niclosamide action. The Western Blot (immunoblot) data demonstrates the protein-level expression of YTHDF2 and its downstream metabolic target genes upon niclosamide treatment. Immunohistochemistry (IHC) images Visualize the in situ expression and spatial localization of YTHDF2 and metabolic pathway components within gastric cancer tissue, providing pathological context. Transwell assay images quantitatively documenting the inhibitory effect of niclosamide on GC cell migration and invasion capabilities. Colony formation assay images directly showing the suppressive impact of niclosamide on GC cell proliferation and long-term clonogenic survival.
DOI: 10.17632/2scvnxs5xb
title: GYLdataset

description: GYLdataset
DOI: 10.17632/2scvnxs5xb.1
title: GYLdataset

description: GYLdataset
DOI: 10.17632/62t78xjcb5
title: Dataset- Jordan Study EMPI

description: This dataset contains monthly macroeconomic data for Jordan covering the period 2009–2024, used to construct and analyze the Exchange Market Pressure Index (EMPI). The dataset includes both external and internal economic variables relevant to Jordan’s currency stability. It was used in the paper “The Paradox of Currency Resilience: External Debt as a Blessing and Geopolitical Risks as Unpowerful – The Case of Jordan.”
DOI: 10.17632/62t78xjcb5.1
title: Dataset- Jordan Study EMPI

description: This dataset contains monthly macroeconomic data for Jordan covering the period 2009–2024, used to construct and analyze the Exchange Market Pressure Index (EMPI). The dataset includes both external and internal economic variables relevant to Jordan’s currency stability. It was used in the paper “The Paradox of Currency Resilience: External Debt as a Blessing and Geopolitical Risks as Unpowerful – The Case of Jordan.”
DOI: 10.17632/vhncc43xwx
title: Timing of Renal Replacement Therapy in Acute Kidney Injury After Liver Transplantation: The Value of NMF Standards

description: The raw and processed datasets generated and analyzed during this study are publicly available on ​​Mendeley Data​​ 
​​Clinical Cohort Data​​:
​​Variables​​: Patient demographics (age, sex), clinical parameters (baseline creatinine, MELD-Na score, intraoperative norepinephrine dosage, total fluid intake), postoperative outcomes (7-day/30-day creatinine, MELD-Na, blood ammonia levels), hospital length of stay, CKD incidence, and long-term RRT dependency.
For academic use, cite this dataset as:
Ye, G., Zheng, S., Weng, Y., & Dong, Z. (2025). Data for: Timing of Renal Replacement Therapy in Acute Kidney Injury After Liver Transplantation: The Value of NMF Standards.
​​License​​: CC BY 4.0 (Creative Commons Attribution 4.0 International License).
​​Restrictions​​:
Data may not be repurposed for commercial applications without prior authorization.
De-identified patient data is provided; original consent forms restrict re-identification.
This dataset supports reproducibility and aligns with iScience’s open science policies. For inquiries, contact the corresponding author (Zhou-zhou Dong, zhouzhou.dong@nbicu.com).
DOI: 10.17632/vhncc43xwx.1
title: Timing of Renal Replacement Therapy in Acute Kidney Injury After Liver Transplantation: The Value of NMF Standards

description: The raw and processed datasets generated and analyzed during this study are publicly available on ​​Mendeley Data​​ 
​​Clinical Cohort Data​​:
​​Variables​​: Patient demographics (age, sex), clinical parameters (baseline creatinine, MELD-Na score, intraoperative norepinephrine dosage, total fluid intake), postoperative outcomes (7-day/30-day creatinine, MELD-Na, blood ammonia levels), hospital length of stay, CKD incidence, and long-term RRT dependency.
For academic use, cite this dataset as:
Ye, G., Zheng, S., Weng, Y., & Dong, Z. (2025). Data for: Timing of Renal Replacement Therapy in Acute Kidney Injury After Liver Transplantation: The Value of NMF Standards.
​​License​​: CC BY 4.0 (Creative Commons Attribution 4.0 International License).
​​Restrictions​​:
Data may not be repurposed for commercial applications without prior authorization.
De-identified patient data is provided; original consent forms restrict re-identification.
This dataset supports reproducibility and aligns with iScience’s open science policies. For inquiries, contact the corresponding author (Zhou-zhou Dong, zhouzhou.dong@nbicu.com).
DOI: 10.17632/v6t349s7tj
title: Molybdenum isotopic compositions in volcanic rocks from Northeast Japan arc (2)

description: Literature data of major etlements, trace elements and Sr, Nd, Pb, Mo isotopic composition in volcanic rocks of the Northeast Japan arc and Izu arc to be published in Geochimica et Cosmochimica Acta as “Molybdenum isotopic compositions in volcanic rocks from Northeast Japan arc”. Table. S1: Literature data of major elements, trace elements and Sr, Nd, Pb, Mo isotopic composition of Notheast Japan arc and Izu arc; Tabele2, 3: The data of north hemisphere reference line and boundaries between low-K, medium-K and high-K on a K2O versus SiO2 in the paper.
DOI: 10.17632/v6t349s7tj.3
title: Molybdenum isotopic compositions in volcanic rocks from Northeast Japan arc (2)

description: Literature data of major etlements, trace elements and Sr, Nd, Pb, Mo isotopic composition in volcanic rocks of the Northeast Japan arc and Izu arc to be published in Geochimica et Cosmochimica Acta as “Molybdenum isotopic compositions in volcanic rocks from Northeast Japan arc”. Table. S1: Literature data of major elements, trace elements and Sr, Nd, Pb, Mo isotopic composition of Notheast Japan arc and Izu arc; Tabele2, 3: The data of north hemisphere reference line and boundaries between low-K, medium-K and high-K on a K2O versus SiO2 in the paper.
DOI: 10.17632/fyk4vsyrmx
title: ESTRATÉGIAS E ESCOPO DE PRÁTICA DA ENFERMAGEM NA ATENÇÃO PRIMÁRIA À SAÚDE EM TERRITÓRIOS RURAIS: UMA REVISÃO ESCOPO

description: Lista das referências dos estudos incluídos na revisão de escopo
DOI: 10.17632/fyk4vsyrmx.1
title: ESTRATÉGIAS E ESCOPO DE PRÁTICA DA ENFERMAGEM NA ATENÇÃO PRIMÁRIA À SAÚDE EM TERRITÓRIOS RURAIS: UMA REVISÃO ESCOPO

description: Lista das referências dos estudos incluídos na revisão de escopo
DOI: 10.17632/pbv6cnhyhv
title: ACTG1 facilitates proliferation and epithelial-mesenchymal transition-mediated metastasis via COL21A1 in gastric cancer

description: Raw image files of all experiments. Each folder is labeled based on experiment and figure.
DOI: 10.17632/pbv6cnhyhv.1
title: ACTG1 facilitates proliferation and epithelial-mesenchymal transition-mediated metastasis via COL21A1 in gastric cancer

description: Raw image files of all experiments. Each folder is labeled based on experiment and figure.
DOI: 10.17632/zd8v26dykj
title: Molybdenum isotopic compositions in volcanic rocks from Northeast Japan arc

description: This database provide major elememts, trace elements, Sr, Nd, Pb, Mo isotopic compositions for volcanic rocks sample from Northeast Japan arc and Izu arc. This database is also provide Mo compositions of reference material (BHVO-2, JB-3) mesured by TIMS and trace elements, Sr, Nd isotopic composition of Kitakami zone granitoid. Table S1. Mo isotope ratios and Mo abundances of NEJ arc and Izu arc; Table S2. Mo isotope ratios and Mo abundances of depleted mantle (DM), sediment (Northeast Japan and Izu arc), Seawater, carbonates and Slab Fluid; Table S3. Trace elements and Sr, Nd isotopic composition of northern and southern Kitakami zone granitoid
DOI: 10.17632/zd8v26dykj.3
title: Molybdenum isotopic compositions in volcanic rocks from Northeast Japan arc

description: This database provide major elememts, trace elements, Sr, Nd, Pb, Mo isotopic compositions for volcanic rocks sample from Northeast Japan arc and Izu arc. This database is also provide Mo compositions of reference material (BHVO-2, JB-3) mesured by TIMS and trace elements, Sr, Nd isotopic composition of Kitakami zone granitoid. Table S1. Mo isotope ratios and Mo abundances of NEJ arc and Izu arc; Table S2. Mo isotope ratios and Mo abundances of depleted mantle (DM), sediment (Northeast Japan and Izu arc), Seawater, carbonates and Slab Fluid; Table S3. Trace elements and Sr, Nd isotopic composition of northern and southern Kitakami zone granitoid
DOI: 10.17632/3k3gh2pw65
title: Bibliometric analysis on biopesticides and biological control in crops: trends and perspectives

description: Introduction. The sustained increase in chemical pesticide use, reaching 3.73 million tonnes in 2023, together with the expansion of resistance in 273 weed species and 632 arthropod species, has intensified the need for safer alternatives in plant protection. Objetives: This study aimed to characterise the scientific evolution of research on biopesticides and biological control in crops, identifying temporal, geographical, and thematic patterns that inform sustainable technological adoption. Materials and Methods. A bibliometric mapping approach with a quantitative focus was applied, based on 6,906 records retrieved from Scopus between 1973 and 2025. Data were analysed using Bibliometrix and VOSviewer to estimate productivity, impact, collaboration, and thematic structure indicators. Results. The results revealed a consolidated community of 22,413 authors, with an average of 4.68 co-authors per article, 24.31% international collaboration, and a mean citation rate of 30.14. The most productive journals were Biological Control (363 articles) and Biocontrol Science and Technology (344), with China, the United States, and India leading global contributions. Conceptual clusters focused mainly on Trichoderma, Bacillus, and Pseudomonas fluorescens, with the period 2005–2020 marking the highest impact stage. Conclusions. It is concluded that biocontrol has become a scientific cornerstone of the global agroecological transition, although gaps remain regarding standardisation, multisite validation, and the inclusion of the Global South.
DOI: 10.17632/3k3gh2pw65.1
title: Bibliometric analysis on biopesticides and biological control in crops: trends and perspectives

description: Introduction. The sustained increase in chemical pesticide use, reaching 3.73 million tonnes in 2023, together with the expansion of resistance in 273 weed species and 632 arthropod species, has intensified the need for safer alternatives in plant protection. Objetives: This study aimed to characterise the scientific evolution of research on biopesticides and biological control in crops, identifying temporal, geographical, and thematic patterns that inform sustainable technological adoption. Materials and Methods. A bibliometric mapping approach with a quantitative focus was applied, based on 6,906 records retrieved from Scopus between 1973 and 2025. Data were analysed using Bibliometrix and VOSviewer to estimate productivity, impact, collaboration, and thematic structure indicators. Results. The results revealed a consolidated community of 22,413 authors, with an average of 4.68 co-authors per article, 24.31% international collaboration, and a mean citation rate of 30.14. The most productive journals were Biological Control (363 articles) and Biocontrol Science and Technology (344), with China, the United States, and India leading global contributions. Conceptual clusters focused mainly on Trichoderma, Bacillus, and Pseudomonas fluorescens, with the period 2005–2020 marking the highest impact stage. Conclusions. It is concluded that biocontrol has become a scientific cornerstone of the global agroecological transition, although gaps remain regarding standardisation, multisite validation, and the inclusion of the Global South.