cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8khf95n878.1
title: Extraversion and Marital Adjustment: The Mediating Role of Healing Patterns in Pakistani Couples

description: This study utilized a cross-sectional design to explore the mediating role of healing ‎interpersonal patterns (HIPs) in the relationship between extraversion and marital ‎adjustment among married couples in Pakistan. A quantitative approach was ‎employed, using self-report questionnaires to assess personality traits, interpersonal patterns, ‎and marital adjustment. The objectives were to: (1) examine the direct link between ‎extraversion and marital adjustment; (2) assess associations with HIPs; (3) evaluate HIPs’ ‎impact on adjustment; and (4) test HIPs as a mediator.
The sample consisted of 902 participants, comprising 451 married couples (451 ‎husbands and 451 wives), recruited from Pakistan. The mean age of participants was 28.21 years (SD = 3.90), with ages ‎ranging from 25 to 45 years.
The sample size was determined using power analysis via G*Power software, aiming ‎for a power of 0.80, alpha of 0.05, and a medium effect size (f² = 0.15) for multiple ‎regression and mediation models. A minimum of 800 participants was recommended, and ‎the final N = 902 provided adequate power (0.95) to detect small-to-medium effects, ‎accounting for potential attrition or incomplete responses.‎
Purposive sampling was used, targeting married couples meeting inclusion criteria, suitable for ‎studying established marriages in a culturally sensitive context. Recruitment occurred from ‎January to April 2025 through social media. Of 600 couples contacted, ‎‎451 (75%) participated after eligibility screening via a demographic questionnaire. ‎
Inclusion criteria required participants to be legally married, married for over one ‎year, and aged 25–45 to focus on stable, mid-adulthood relationships. Exclusion criteria ‎eliminated divorced, separated, newly married (&lt;1 year), cohabiting (non-married), or ‎dating individuals, as well as those with physical or mental disabilities, to reduce ‎confounding health-related effects. 
Three validated self-report instruments were used all ‎administered in Urdu to accommodate participants' primary language and enhance response ‎accuracy.‎
1. Big Five Personality Inventory (BFI-10)‎ (Ahmad & Sadiq Hussain, 2022)
2. Interpersonal Pattern Scale (IPS) (Dar & Hasan, 2025)‎
3. Dyadic Adjustment Scale (DAS-14)‎ (Naeem et al., 2023) 
Procedure
Data were collected online through Google Forms. Couples completed questionnaires ‎independently to prevent influence, with order ‎counterbalanced. Response rate ‎was 90%.‎
Data Analysis
SPSS version 27 was used. Descriptive statistics summarized variables. Pearson correlations ‎tested associations. Hierarchical regression predicted marital adjustment: Step 1 (age, ‎education), Step 2 (personality traits), Step 3 (interpersonal patterns). Mediation analysis ‎used PROCESS Model 4 with 5,000 bootstrapped resamples, testing extraversion (X), HIPs ‎‎(M), and marital adjustment (Y), controlling demographics.
DOI: 10.17632/n3x75gjdfk
title: Water Endowments, Virtual Water Trade and Pricing of Water Resources

description: There are two data sets related to virtual water in this publication. Virtual water is defined as the water factor content embodied in international trade. Virtual water is derived by parsing domestic final consumption and final consumption export data through the standard multi-region, multi-sector import output table by ADB. Together with water use data from the World Bank, this provides a country's water factor exports and also water factor imports. Method wise, this is similar to decomposing exports using the multi-region Leontief inverse matrix in the global value chain literature (to derive foreign and domestic VA embedded in trade).

The first dataset is at a country aggregate level, across time. Besides virtual water exports and imports, other variables like water endowments, water tariffs are also merged into this dataset. There is also a comparative advantage of water variable (see Kang et al. 2007). Together these allow the researcher to test how aggregate virtual exports and imports can be explained by various economic factors. 

The second dataset is similar to the first in terms of data variables, but trade is disaggregated into bilateral country pairs (typical in gravity model setup). This allows researchers to go beyond aggregate level analysis, and analyze how bilateral trade in water factor content is affected by various economic factors.
DOI: 10.17632/n3x75gjdfk.1
title: Water Endowments, Virtual Water Trade and Pricing of Water Resources

description: There are two data sets related to virtual water in this publication. Virtual water is defined as the water factor content embodied in international trade. Virtual water is derived by parsing domestic final consumption and final consumption export data through the standard multi-region, multi-sector import output table by ADB. Together with water use data from the World Bank, this provides a country's water factor exports and also water factor imports. Method wise, this is similar to decomposing exports using the multi-region Leontief inverse matrix in the global value chain literature (to derive foreign and domestic VA embedded in trade).

The first dataset is at a country aggregate level, across time. Besides virtual water exports and imports, other variables like water endowments, water tariffs are also merged into this dataset. There is also a comparative advantage of water variable (see Kang et al. 2007). Together these allow the researcher to test how aggregate virtual exports and imports can be explained by various economic factors. 

The second dataset is similar to the first in terms of data variables, but trade is disaggregated into bilateral country pairs (typical in gravity model setup). This allows researchers to go beyond aggregate level analysis, and analyze how bilateral trade in water factor content is affected by various economic factors.
DOI: 10.17632/dtdyndxrg7
title: Keightley et al. 2020 Management of dense Juncus effusus to encourage Sphagnum establishment, Little Woolden Moss

description: Scoping/pilot study to inform further work
DOI: 10.17632/dtdyndxrg7.1
title: Keightley et al. 2020 Management of dense Juncus effusus to encourage Sphagnum establishment, Little Woolden Moss

description: Scoping/pilot study to inform further work
DOI: 10.17632/y58v9zr7wg
title: X-ray Fluorescence and Raman Spectroscopic Evaluation of Carotene Molecular Variation in Carrots under 5G Radiofrequency Exposure

description: This study evaluates the combined use of Raman spectroscopy and X-ray fluorescence (XRF) to assess biochemical and elemental alterations in carrot (Daucus carota) tissues exposed to 3.5 GHz radiofrequency (RF) electromagnetic fields. Raman spectral features characteristic of carotenoids (~1005, ~1156, ~1518 cm⁻¹) remained stable across all exposure durations (2–8 h), indicating no major structural degradation. Partial least squares (PLS) analysis indicated minor exposure-related spectral variation, although the separation among groups was limited which suggesting only subtle biochemical responses across exposure durations.
DOI: 10.17632/y58v9zr7wg.1
title: X-ray Fluorescence and Raman Spectroscopic Evaluation of Carotene Molecular Variation in Carrots under 5G Radiofrequency Exposure

description: This study evaluates the combined use of Raman spectroscopy and X-ray fluorescence (XRF) to assess biochemical and elemental alterations in carrot (Daucus carota) tissues exposed to 3.5 GHz radiofrequency (RF) electromagnetic fields. Raman spectral features characteristic of carotenoids (~1005, ~1156, ~1518 cm⁻¹) remained stable across all exposure durations (2–8 h), indicating no major structural degradation. Partial least squares (PLS) analysis indicated minor exposure-related spectral variation, although the separation among groups was limited which suggesting only subtle biochemical responses across exposure durations.
DOI: 10.17632/s4crsbrwv2
title: Effects of Thermal Variability on Aphid Biology: Implications for Myzus persicae Performance Under Changing Temperature Patterns

description: Effect of aphid biology based on constant and fluctuating temperatures
DOI: 10.17632/s4crsbrwv2.1
title: Effects of Thermal Variability on Aphid Biology: Implications for Myzus persicae Performance Under Changing Temperature Patterns

description: Effect of aphid biology based on constant and fluctuating temperatures
DOI: 10.17632/3pggzffmj8
title: Spatial overlap of sea ice-associated predators and prey in western Hudson Bay

description: Our objective was to identify distribution hotspots and spatial relationships among polar bears, Arctic foxes, ringed seals, and bearded seals in the sea ice environment. We hypothesized that both polar bears and Arctic foxes, which face limited interspecific competition, maximize their spatial overlap with resources. We further hypothesized that persistence in space use is low between years, due to the dynamic nature of sea ice. We predicted high spatial overlaps between polar bears and all three other species, a large overlap between Arctic foxes and ringed seals, and a low overlap between Arctic foxes and bearded seals, and between ringed seals and bearded seals reflecting their distinct habitat preferences. Finally, we did not expect high overlap between the yearly hotspots of polar bears and ringed seals based on the temporal dynamics of sea ice.

Data: Observation type, lat/long coordinates, and Year necessary to create hotspots. Note, Polar Bear hunting attempt was used to create hotspot "Structure".
DOI: 10.17632/3pggzffmj8.1
title: Spatial overlap of sea ice-associated predators and prey in western Hudson Bay

description: Our objective was to identify distribution hotspots and spatial relationships among polar bears, Arctic foxes, ringed seals, and bearded seals in the sea ice environment. We hypothesized that both polar bears and Arctic foxes, which face limited interspecific competition, maximize their spatial overlap with resources. We further hypothesized that persistence in space use is low between years, due to the dynamic nature of sea ice. We predicted high spatial overlaps between polar bears and all three other species, a large overlap between Arctic foxes and ringed seals, and a low overlap between Arctic foxes and bearded seals, and between ringed seals and bearded seals reflecting their distinct habitat preferences. Finally, we did not expect high overlap between the yearly hotspots of polar bears and ringed seals based on the temporal dynamics of sea ice.

Data: Observation type, lat/long coordinates, and Year necessary to create hotspots. Note, Polar Bear hunting attempt was used to create hotspot "Structure".
DOI: 10.17632/3bhb38vp75
title: Open Data for ICOSBE

description: This data for ICOSBE 2025
DOI: 10.17632/3bhb38vp75.1
title: Open Data for ICOSBE

description: This data for ICOSBE 2025
DOI: 10.17632/n3v6vmfsp6
title: PIDAQ Dominican Republic

description: Dataset of the Psychosocial Impact of Dental Aesthetics among Dominican University Students (PIDAQ Study)

Description:
This dataset contains the anonymized responses of undergraduate students from Universidad Iberoamericana (UNIBE), Dominican Republic, who participated in a cross-sectional study evaluating the psychosocial impact of dental aesthetics using the Psychosocial Impact of Dental Aesthetics Questionnaire (PIDAQ). The data include sociodemographic variables (age, gender, academic program), self-reported history of orthodontic treatment, previous esthetic dental procedures, and satisfaction with dental appearance. Additionally, the dataset includes all item-level responses for the four PIDAQ domains: Dental Self-Confidence, Social Impact, Psychological Impact, and Aesthetic Concern.

All data were collected anonymously through an online survey (Google Forms) between June and August 2024. No personal identifiers are included. The dataset is provided in CSV/Excel format and can be used for replication purposes, secondary analyses, validation studies, or comparative research on dental esthetics and psychosocial well-being.

Variables included:

Age

Gender

Academic program

History of orthodontic treatment (Yes/No)

History of esthetic dental procedures (Yes/No)

Satisfaction with dental appearance

Language: Spanish (raw responses)
DOI: 10.17632/n3v6vmfsp6.1
title: PIDAQ Dominican Republic

description: Dataset of the Psychosocial Impact of Dental Aesthetics among Dominican University Students (PIDAQ Study)

Description:
This dataset contains the anonymized responses of undergraduate students from Universidad Iberoamericana (UNIBE), Dominican Republic, who participated in a cross-sectional study evaluating the psychosocial impact of dental aesthetics using the Psychosocial Impact of Dental Aesthetics Questionnaire (PIDAQ). The data include sociodemographic variables (age, gender, academic program), self-reported history of orthodontic treatment, previous esthetic dental procedures, and satisfaction with dental appearance. Additionally, the dataset includes all item-level responses for the four PIDAQ domains: Dental Self-Confidence, Social Impact, Psychological Impact, and Aesthetic Concern.

All data were collected anonymously through an online survey (Google Forms) between June and August 2024. No personal identifiers are included. The dataset is provided in CSV/Excel format and can be used for replication purposes, secondary analyses, validation studies, or comparative research on dental esthetics and psychosocial well-being.

Variables included:

Age

Gender

Academic program

History of orthodontic treatment (Yes/No)

History of esthetic dental procedures (Yes/No)

Satisfaction with dental appearance

Language: Spanish (raw responses)
DOI: 10.17632/wnthscd94z
title: Experiment 2 - Interpretive Assessment

description: The data from the survey were collected using Microsoft Forms, leveraging Material UI to ensure a clean and professional design with pre-built components for streamlined development. Explainability outputs were primarily presented through Python-generated graphs and charts. These visualisations are tailored from the selected models in the Captum library, which offers customisation on its generic output.
DOI: 10.17632/wnthscd94z.3
title: Experiment 2 - Interpretive Assessment

description: The data from the survey were collected using Microsoft Forms, leveraging Material UI to ensure a clean and professional design with pre-built components for streamlined development. Explainability outputs were primarily presented through Python-generated graphs and charts. These visualisations are tailored from the selected models in the Captum library, which offers customisation on its generic output.
DOI: 10.17632/gg85z68f83
title: Palestine Fake news Dataset : PFND

description: The Palestine Fake News Dataset (PFND) is a manually collected Arabic-language dataset designed for fake news detection and credibility classification. The dataset contains over 3,000 news items, focusing primarily on current events related to Palestine. All news articles were gathered from publicly available Arabic news platforms. 
The dataset is structured in a main directory named “PFND”, which includes two sub-files:
credible.csv – containing news items verified as credible
incredible.csv – containing news items identified as incredible or satirical
Each CSV file includes two columns:
body_text – the full Arabic text of the news article
label – a binary value indicating the credibility of the article
1 → credible
0 → incredible (not credible)
Source of Credible News
Credible news items were collected from well-established and recognized Arabic news agencies:
Al Jazeera Arabic
CNN Arabic
BBC News Arabic
Al ARABIA
These outlets are known for professional editorial standards and fact-checked reporting.
Source of Incredible News
Incredible or non-credible content was sourced from:
Al Hudood, a popular Arabic satirical news website that intentionally produces fictional or humorous content.
DOI: 10.17632/gg85z68f83.2
title: Palestine Fake news Dataset : PFND

description: The Palestine Fake News Dataset (PFND) is a manually collected Arabic-language dataset designed for fake news detection and credibility classification. The dataset contains over 3,000 news items, focusing primarily on current events related to Palestine. All news articles were gathered from publicly available Arabic news platforms. 
The dataset is structured in a main directory named “PFND”, which includes two sub-files:
credible.csv – containing news items verified as credible
incredible.csv – containing news items identified as incredible or satirical
Each CSV file includes two columns:
body_text – the full Arabic text of the news article
label – a binary value indicating the credibility of the article
1 → credible
0 → incredible (not credible)
Source of Credible News
Credible news items were collected from well-established and recognized Arabic news agencies:
Al Jazeera Arabic
CNN Arabic
BBC News Arabic
Al ARABIA
These outlets are known for professional editorial standards and fact-checked reporting.
Source of Incredible News
Incredible or non-credible content was sourced from:
Al Hudood, a popular Arabic satirical news website that intentionally produces fictional or humorous content.
DOI: 10.17632/7d9mmcbjcx
title: Soil physical and chemical properties data

description: Soil physical and chemical properties data
DOI: 10.17632/7d9mmcbjcx.1
title: Soil physical and chemical properties data

description: Soil physical and chemical properties data
DOI: 10.15468/dl.qhdvb6
title: Occurrence Download

description: A dataset containing 225460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.24_1",
 "Year 2015-2025"
 ]
}

 The dataset includes 225460 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002021-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x3328p22th
title: Experiment 1 - Visual Attention Patterns

description: The dataset captures data from an experiment that utilises the Tobii suite of applications in conjunction with the Tobii Eye Tracker 5 to capture and analyse gaze behaviour. By incorporating eye-tracking data, it enhances the study’s ability to assess user engagement, decision-making processes, and cognitive load in response to different explainability models.
DOI: 10.17632/x3328p22th.3
title: Experiment 1 - Visual Attention Patterns

description: The dataset captures data from an experiment that utilises the Tobii suite of applications in conjunction with the Tobii Eye Tracker 5 to capture and analyse gaze behaviour. By incorporating eye-tracking data, it enhances the study’s ability to assess user engagement, decision-making processes, and cognitive load in response to different explainability models.
DOI: 10.17632/4n3bsmyskj
title: Mutations in the lacZ gene

description: This is the raw data representing 6,465 independent lacZ mutations from multiple MutaMouse experiments. We curated lacZ mutations from published studies that were collected using a positive selection assay to identify mutations in lacZ that disrupted β-gal function. These 6,465 independent lacZ mutations cause in 2,732 missense mutations that impair β-gal function. The data were used in a publication on the functional mutational landscape of the lacZ gene.
DOI: 10.17632/4n3bsmyskj.2
title: Mutations in the lacZ gene

description: This is the raw data representing 6,465 independent lacZ mutations from multiple MutaMouse experiments. We curated lacZ mutations from published studies that were collected using a positive selection assay to identify mutations in lacZ that disrupted β-gal function. These 6,465 independent lacZ mutations cause in 2,732 missense mutations that impair β-gal function. The data were used in a publication on the functional mutational landscape of the lacZ gene.
DOI: 10.17632/kvn5hvp4bk
title: matriz_bibliografica_fisioterapia_CMIF.xlsx

description: This dataset contains the bibliographic matrix and supporting documents used in a critical narrative review on physiotherapy and its relationship with power structures within the Medical-Industrial and Financial Complex (CMIF) in Colombia and Latin America. The files include the complete bibliographical matrix, thematic categories, search strategy, inclusion/exclusion criteria and tracings that allow transparency and reproducibility of the review process.
DOI: 10.17632/kvn5hvp4bk.1
title: matriz_bibliografica_fisioterapia_CMIF.xlsx

description: This dataset contains the bibliographic matrix and supporting documents used in a critical narrative review on physiotherapy and its relationship with power structures within the Medical-Industrial and Financial Complex (CMIF) in Colombia and Latin America. The files include the complete bibliographical matrix, thematic categories, search strategy, inclusion/exclusion criteria and tracings that allow transparency and reproducibility of the review process.
DOI: 10.17632/zc3gp99yf2
title: Raw data - Keightley at al. 2025 Cutting Juncus

description: Cutting Juncus - Management of dense rush to encourage Sphagnum establishment on an ex-milled peatland - all raw data from two monitoring years
DOI: 10.17632/zc3gp99yf2.1
title: Raw data - Keightley at al. 2025 Cutting Juncus

description: Cutting Juncus - Management of dense rush to encourage Sphagnum establishment on an ex-milled peatland - all raw data from two monitoring years
DOI: 10.17632/v3kht4z724
title: Chaupijulca_Romero Dataset Simulation

description: Arena simulator with the As-Is and To-Be scenarios, and an Excel file containing the company’s database used in the study and throughout the development of the research.
DOI: 10.17632/v3kht4z724.1
title: Chaupijulca_Romero Dataset Simulation

description: Arena simulator with the As-Is and To-Be scenarios, and an Excel file containing the company’s database used in the study and throughout the development of the research.
DOI: 10.17632/dsp2fdtcpf
title: Original Data

description: The raw results are organized according to the order of figures in the article, with each corresponding sub-image serving as the original data file name.
DOI: 10.17632/dsp2fdtcpf.1
title: Original Data

description: The raw results are organized according to the order of figures in the article, with each corresponding sub-image serving as the original data file name.
DOI: 10.34740/kaggle/dsv/13815885
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17632/n7rc363g7k
title: Dataset del estudio factores de riesgo para mucositis oral en pacientes con trasplante de médula ósea (2014–2023)

description: Este dataset contiene la base de datos completa con las variables utilizadas para la investigación: Factores de riesgo de mucositis oral en trasplante hematopoyético en un hospital colombiano.
DOI: 10.17632/n7rc363g7k.1
title: Dataset del estudio factores de riesgo para mucositis oral en pacientes con trasplante de médula ósea (2014–2023)

description: Este dataset contiene la base de datos completa con las variables utilizadas para la investigación: Factores de riesgo de mucositis oral en trasplante hematopoyético en un hospital colombiano.
DOI: 10.17632/n6g6mzn3k5
title: Cross-asset dataset covering financial and commodity markets during the Hamas–Israel conflict

description: This dataset (dataset.xlsx) contains financial time-series data for an event study analysis (ESA) of market reactions to the Hamas–Israel conflict outbreak in October 2023. It includes 87 assets across five categories: safe-haven assets, energy commodities, energy equities, the S&P 500 index, and energy-related cryptocurrencies. Abnormal returns were computed using ESA-aligned benchmarks (Dow Jones Precious Metals, CMC Crypto 200, S&P GSCI, S&P 500, MSCI ACWI). The sample spans September 29, 2022–November 6, 2023, with a 252-day estimation window and an event window of t = –5 to t = +20 around October 9, 2023. The dataset supports empirical analysis of market efficiency and asset sensitivity to geopolitical shocks.