cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/csjmvmzckf.1
title: Data for: Behavioural variation in the invasive cellar spider Pholcus manueli (Araneae: Pholcidae)

description: Behavioral measurements of an invasive spider across its United States invasive range. 

Sheet 1 (Mating):
Columns includes range (core or leading edge), population (baltimore, college park, new brunswick, south dakota, nebraska, or kansas), subpopulation (where in each population a spider was encountered), female id, female mass (mg), female size (mm), male id, male mass (mg), male size (mm), mate (whether mating occurred: 1 - yes, 0 -no) , whether a male was used twice in mating trials, female mating status, female body condition, male body condition.

Sheet 2 (Puff):
Columns include range (core or leading edge), population (baltimore, college park, new brunswick, south dakota, nebraska, or kansas), subpopulation (where in each population a spider was encountered), sex (female or male), distance (cm).

Sheet 3 (Prod):
Columns include range (core or leading edge), population (baltimore, college park, new brunswick, south dakota, nebraska, or kansas), subpopulation (where in each population a spider was encountered), sex (female or male), distance (cm).

Sheet 4 (Exploration):
Columns includes range (core or leading edge), population (baltimore, college park, new brunswick, south dakota, nebraska, or kansas), subpopulation (where in each population a spider was encountered), id number, mass (mg), size (mm), times in seconds initially exploring, times in seconds spent stationary after initial exploration, times in seconds moving over a 10 minute period following the stationary period, body condition, range as a binomial (1- leading edge, 0 - core), sex binomial (1 - female, 0 - male).
DOI: 10.17632/7scdrxgwps
title: Appendix: Clinician and patient perspectives on implementation of a remote interpretation model of reflectance confocal microscopy for skin cancer diagnosis: a qualitative study using an acceptability framework

description: Non-invasive diagnostic technologies are a growing area of research and practice in dermatology, particularly in the treatment of skin cancers. Cutaneous confocal microscopy / Reflectance confocal microscopy (RCM) has been shown to increase diagnostic accuracy when interpreted at the bedside. If shown to be acceptable and feasible, a remote-RCM model using store-and-forward systems could potentially increase access to RCM and improve patient outcomes by improving diagnostic accuracy and reducing the number of unnecessary biopsies.
To determine factors affecting the acceptability and feasibility of the remote-RCM model across five tertiary Australian dermatology centres from the perspective of patients and clinicians.
Using a mixed methods approach, patients and clinicians involved in RCM image capture (technicians) or remote interpretation (readers based elsewhere) were invited to participate. Likert questionnaires were used to assess acceptability and willingness from the patients’ perspective to use remote-RCM again . Chi-squared tests measured differences between groups based on gender, rurality, number of previous melanomas and skin cancer surgeries. Semi-structured interviews were used to determine acceptability and feasibility from the clinicians’ perspective. Analysis of interview data used an inductive-deductive approach to thematic analysis. 

166 patients completed the questionnaire, 73 (44%) of which were female, and of which 92.8% (154 /166) agreed that it was an acceptable process. 14 clinicians (5 readers; 9 technicians) were interviewed. Clinician’s perspective on acceptability was influenced by the perceived value of remote-RCM. The ability of the model to generate meaningful data that is useful to ongoing clinical practice was largely impacted by factors of technological connectivity, individuals’ motivation and self-efficacy. Contributing inner and outer setting constructs included technological supports, funding and cultural attitudes toward the model. Suggested strategies for real-word implementation should focus on training/support, rapid IT connectivity and infrastructure, and models for reimbursement and incentivisation. 

Conclusions 
Use of remote-RCM is seen as an acceptable application of RCM, with benefits to patients and clinicians, however considerations for implementation going forward need to address support for innovation, infrastructure, technology, personnel, and financial structures. These findings are relevant for ongoing effective and sustainable implementation of new teledermatological technologies. 

This dataset contains the external suppository/ appendix material.
DOI: 10.17632/7scdrxgwps.1
title: Appendix: Clinician and patient perspectives on implementation of a remote interpretation model of reflectance confocal microscopy for skin cancer diagnosis: a qualitative study using an acceptability framework

description: Non-invasive diagnostic technologies are a growing area of research and practice in dermatology, particularly in the treatment of skin cancers. Cutaneous confocal microscopy / Reflectance confocal microscopy (RCM) has been shown to increase diagnostic accuracy when interpreted at the bedside. If shown to be acceptable and feasible, a remote-RCM model using store-and-forward systems could potentially increase access to RCM and improve patient outcomes by improving diagnostic accuracy and reducing the number of unnecessary biopsies.
To determine factors affecting the acceptability and feasibility of the remote-RCM model across five tertiary Australian dermatology centres from the perspective of patients and clinicians.
Using a mixed methods approach, patients and clinicians involved in RCM image capture (technicians) or remote interpretation (readers based elsewhere) were invited to participate. Likert questionnaires were used to assess acceptability and willingness from the patients’ perspective to use remote-RCM again . Chi-squared tests measured differences between groups based on gender, rurality, number of previous melanomas and skin cancer surgeries. Semi-structured interviews were used to determine acceptability and feasibility from the clinicians’ perspective. Analysis of interview data used an inductive-deductive approach to thematic analysis. 

166 patients completed the questionnaire, 73 (44%) of which were female, and of which 92.8% (154 /166) agreed that it was an acceptable process. 14 clinicians (5 readers; 9 technicians) were interviewed. Clinician’s perspective on acceptability was influenced by the perceived value of remote-RCM. The ability of the model to generate meaningful data that is useful to ongoing clinical practice was largely impacted by factors of technological connectivity, individuals’ motivation and self-efficacy. Contributing inner and outer setting constructs included technological supports, funding and cultural attitudes toward the model. Suggested strategies for real-word implementation should focus on training/support, rapid IT connectivity and infrastructure, and models for reimbursement and incentivisation. 

Conclusions 
Use of remote-RCM is seen as an acceptable application of RCM, with benefits to patients and clinicians, however considerations for implementation going forward need to address support for innovation, infrastructure, technology, personnel, and financial structures. These findings are relevant for ongoing effective and sustainable implementation of new teledermatological technologies. 

This dataset contains the external suppository/ appendix material.
DOI: 10.17632/tvr4x2ghss
title: Onco-Cruise data before and after the cruise in the experimental and control group

description: The study hypothesized that participation in a week-long therapeutic sailing intervention (Onco-Cruise) would lead to significant improvements in psychological well-being, stress reduction, and adaptive coping among women with oncological diseases, compared to a matched control group awaiting participation.
The research applied a quasi-experimental design with two groups:
- experimental group (n = 29): participated in a one-week Onco-Cruise in 2021,
- control group (n = 21): women qualified for future cruises (did not sail during the study period).

Data collection occurred at two time points: 2 weeks before the intervention, 2 weeks after the intervention.
Participants completed standardized, validated psychological questionnaires measuring: perceived stress (PSS-10),
global mental health (GHQ-28), well-being (WHO-5), mental adjustment to cancer (Mini-MAC), self-efficacy (GSES), illness acceptance (AIS), life satisfaction (SWLS), sense of coherence (SOC-29), optimism (LOT-R), self-esteem (SES).
Sociodemographic and clinical data (diagnosis, treatment type, comorbidities, medication, sailing experience) were also collected via self-report but these data containing information that could compromise the privacy of research participants, it is only available upon request from the corresponding author.
DOI: 10.17632/tvr4x2ghss.1
title: Onco-Cruise data before and after the cruise in the experimental and control group

description: The study hypothesized that participation in a week-long therapeutic sailing intervention (Onco-Cruise) would lead to significant improvements in psychological well-being, stress reduction, and adaptive coping among women with oncological diseases, compared to a matched control group awaiting participation.
The research applied a quasi-experimental design with two groups:
- experimental group (n = 29): participated in a one-week Onco-Cruise in 2021,
- control group (n = 21): women qualified for future cruises (did not sail during the study period).

Data collection occurred at two time points: 2 weeks before the intervention, 2 weeks after the intervention.
Participants completed standardized, validated psychological questionnaires measuring: perceived stress (PSS-10),
global mental health (GHQ-28), well-being (WHO-5), mental adjustment to cancer (Mini-MAC), self-efficacy (GSES), illness acceptance (AIS), life satisfaction (SWLS), sense of coherence (SOC-29), optimism (LOT-R), self-esteem (SES).
Sociodemographic and clinical data (diagnosis, treatment type, comorbidities, medication, sailing experience) were also collected via self-report but these data containing information that could compromise the privacy of research participants, it is only available upon request from the corresponding author.
DOI: 10.17632/585brkxpxm
title: Rainfall results collected from ERA5-Land hourly data

description: Monthly and hourly rainfall intensity of rainstorm on August 31, 2014 in Futian town, Chongqing city
DOI: 10.17632/585brkxpxm.1
title: Rainfall results collected from ERA5-Land hourly data

description: Monthly and hourly rainfall intensity of rainstorm on August 31, 2014 in Futian town, Chongqing city
DOI: 10.17632/nb8b25h9nj.3
title: A Curated Crowdsourced Dataset of Luganda and Swahili Speech for Text-to-Speech Synthesis

description: This dataset contains curated and preprocessed speech recordings in Luganda and Kiswahili for use in text-to-speech (TTS) research (Katumba et al., 2025). The audio and transcripts were sourced from Mozilla Common Voice (Luganda v12.0 and Kiswahili v15.0) and curated for voice consistency and quality. This dataset is designed for training and evaluating end-to-end TTS systems in low-resource African languages. The data is organized into two folders, Luganda and Kiswahili, each containing:

wavs.zip: A ZIP archive of .wav audio files from six selected female speakers per language. All audio files have been silence-trimmed, denoised using a causal DEMUCS model, and filtered using WV-MOS to retain only clips with a predicted MOS ≥ 3.5.

metadata.csv: A CSV file with two columns: filename and transcript. Each row corresponds to an audio file in the wavs.zip archive and provides the spoken sentence for that clip.

This dataset was used in:
Katumba, A., Kagumire, S., Nakatumba-Nabende, J., Quinn, J., & Murindanyi, S. (2025). Building Text-to-Speech Models for Low-Resourced Languages From Crowdsourced Data. Applied AI Letters, 6:e117. https://doi.org/10.1002/ail2.117
DOI: 10.17632/wb2w5hpth3.1
title: Modeling extreme nitrogen isotope variability in diamond

description: Supplementary material and figures data
DOI: 10.5281/zenodo.7419028
title: Benchmark Instances for Robust Combinatorial Optimization with Budgeted Uncertainty

description: We provide test instances for robust combinatorial optimization with budget uncertainty in the objective function.<br> The set contains nominal problems from the MIPLIB 2017 that have been converted into robust problems and instances of the robust knapsack problem. Both problem sets have been described and used for benchmarking in the paper "A Branch & Bound Algorithm for Robust Binary Optimization with Budget Uncertainty", published in Mathematical Programming Computation by Christina Büsing, Timo Gersing and Arie Koster.<br> Furthermore, we provide instances for robust weighted matching on bipartite graphs and robust weighted independent set. The latter are based on graphs for the clique problem of the second DIMACS implementation challenge (1993). Both problem sets have been described and used for benchmarking in the paper "Recycling Inequalities for Robust Combinatorial Optimization with Budget Uncertainty", presented at IPCO 2023 by the same authors. Paper "A Branch & Bound Algorithm for Robust Binary Optimization with Budget Uncertainty": https://doi.org/10.1007/s12532-022-00232-2<br> Paper "Recycling Inequalities for Robust Combinatorial Optimization with Budget Uncertainty": https://doi.org/10.1007/978-3-031-32726-1_5<br> For algorithms solving these problems see: https://doi.org/10.5281/zenodo.7463371
DOI: 10.17632/bby933t9m8.1
title: Data for "Deep evolution of carbonated magmas controls ocean island basalt chemistry"

description: The experimental results and calculations data generated in this study.
DOI: 10.17632/kdns5hnrmw.1
title: Bioinformatics classification of the MgtE Mg²⁺ channel and de novo protein design for the stabilization of its novel subclass

description: Bioinformatics classification of the MgtE Mg²⁺ channel and de novo protein design for the stabilization of its novel subclass
DOI: 10.17632/tcdr7cv3xz
title: Students' Artwork & In-Depth Interview Transcripts Supporting the Creative Thinking Process in Solving Numerical Estimation Problems Based on Gender: A Case Study in Junior High School (Indonesia, 2025)

description: This dataset consists of files of work results and interview transcripts of male and female subjects performing numerical estimation, as well as files of Creative Thinking Question Instruments used during the estimation
DOI: 10.17632/tcdr7cv3xz.1
title: Students' Artwork & In-Depth Interview Transcripts Supporting the Creative Thinking Process in Solving Numerical Estimation Problems Based on Gender: A Case Study in Junior High School (Indonesia, 2025)

description: This dataset consists of files of work results and interview transcripts of male and female subjects performing numerical estimation, as well as files of Creative Thinking Question Instruments used during the estimation
DOI: 10.17632/67z5n9gh86.1
title: Infant formula dataset China (2017-2024)

description: This dataset was generated to provide an overview of the key parameters of registration-approved 783 infant formula powder from 2017 to 2024 in China.The compliance assessments were conducted according to current standard GB 10765-2021, and comparative analyses of nutrient content were also performed between regulatory-compliant domestic formulas and imported formulas(Table 1). This overview was also intended to be a tool for data-driven insights for formula optimization, or to assist Chinese consumers in selecting appropriate infant formula milk powder products
DOI: 10.17632/scmhg642ym.1
title: Dataset - "Sobrecarga, ansiedad, depresión y afrontamiento en cuidadores informales de pacientes con conducta adictiva. Un estudio correlacional "

description: Dataset que recoge los puntajes directos de los instrumentos empleados en el artículo "Sobrecarga, ansiedad, depresión y afrontamiento en cuidadores informales de pacientes con conducta adictiva. Un estudio correlacional"
DOI: 10.17632/ngrp67bpt4
title: Tech-Driven Sustainability: The Interplay of Innovation, Environmental Orientation, and Digital Marketing in Culinary SMEs

description: Tech-Driven Sustainability: The Interplay of Innovation, Environmental Orientation, and Digital Marketing in Culinary SMEs

The research objects focus on the following construct: 
1. Digital Marketing Training
2. Environmental Orientation
3. Technological Innovation Adoption
4. Sustainable Business Performance

This study investigates the effect of technological innovation adoption on sustainable business performance (SBP) among culinary small and medium enterprises (SMEs), with environmental orientation as a mediating variable and digital marketing training as a moderator. Grounded in the innovation-performance framework, this study surveyed 206 SME actors in culinary sector in West Java, Indonesia and analyzed the data using Partial Least Squares Structural Equation Modeling (PLS-SEM). The results indicate that technological innovation adoption positively influences both environmental orientation and SBP. Environmental orientation significantly mediates the relationship between innovation and SBP, highlighting the critical role of eco-conscious strategies in amplifying the benefits of innovation. Furthermore, digital marketing training strengthens the positive effect of environmental orientation on SBP, though its moderating role between innovation and environmental orientation is weaker. These findings underscore the importance of aligning technological advancement with strategic environmental values and digital capabilities to enhance sustainability outcomes. 

The study contributes to the literature by integrating innovation adoption, green environmental orientation, and digital readiness into a unified model of SME sustainability. Practically, the study calls for greater investment in digital literacy and environmental awareness among SME managers, supported by targeted government programs. The Ministry of Communication and Informatics (Kominfo) is encouraged to design adaptive, sector-specific training initiatives to build strategic capabilities. Future research should consider longitudinal and mixed-method designs to capture deeper insights into innovation dynamics across SME contexts.
DOI: 10.17632/ngrp67bpt4.1
title: Tech-Driven Sustainability: The Interplay of Innovation, Environmental Orientation, and Digital Marketing in Culinary SMEs

description: Tech-Driven Sustainability: The Interplay of Innovation, Environmental Orientation, and Digital Marketing in Culinary SMEs

The research objects focus on the following construct: 
1. Digital Marketing Training
2. Environmental Orientation
3. Technological Innovation Adoption
4. Sustainable Business Performance

This study investigates the effect of technological innovation adoption on sustainable business performance (SBP) among culinary small and medium enterprises (SMEs), with environmental orientation as a mediating variable and digital marketing training as a moderator. Grounded in the innovation-performance framework, this study surveyed 206 SME actors in culinary sector in West Java, Indonesia and analyzed the data using Partial Least Squares Structural Equation Modeling (PLS-SEM). The results indicate that technological innovation adoption positively influences both environmental orientation and SBP. Environmental orientation significantly mediates the relationship between innovation and SBP, highlighting the critical role of eco-conscious strategies in amplifying the benefits of innovation. Furthermore, digital marketing training strengthens the positive effect of environmental orientation on SBP, though its moderating role between innovation and environmental orientation is weaker. These findings underscore the importance of aligning technological advancement with strategic environmental values and digital capabilities to enhance sustainability outcomes. 

The study contributes to the literature by integrating innovation adoption, green environmental orientation, and digital readiness into a unified model of SME sustainability. Practically, the study calls for greater investment in digital literacy and environmental awareness among SME managers, supported by targeted government programs. The Ministry of Communication and Informatics (Kominfo) is encouraged to design adaptive, sector-specific training initiatives to build strategic capabilities. Future research should consider longitudinal and mixed-method designs to capture deeper insights into innovation dynamics across SME contexts.
DOI: 10.17632/z3wvgypmcr
title: Magnetotellurid_data_and_model

description: Magnetotelluric data for deep geophysical resistivity analysis.
1000Hz - are the transfer functions of high frequency MT measurements;
20Hz - are the transfer functions of low frequency MT measurements;
model098 - is the predicted 3D resistivity model in model format (from the inversion by ModEM codes)
model098-sire.vtk, - are the locations of the MT stations
model098.vtk - is the vtk model file, obtained buy converting the predicted model.
DOI: 10.17632/z3wvgypmcr.1
title: Magnetotellurid_data_and_model

description: Magnetotelluric data for deep geophysical resistivity analysis.
1000Hz - are the transfer functions of high frequency MT measurements;
20Hz - are the transfer functions of low frequency MT measurements;
model098 - is the predicted 3D resistivity model in model format (from the inversion by ModEM codes)
model098-sire.vtk, - are the locations of the MT stations
model098.vtk - is the vtk model file, obtained buy converting the predicted model.
DOI: 10.17632/bnc9r2vwj9.1
title: Datasets for Analyzing Riverine Bridges: A Hydrological Vulnerability Appraisal

description: The authors present two datasets designed to assess the hydrological vulnerability of riverine bridges under extreme weather conditions. These datasets aim to support infrastructure resilience studies by providing open, reproducible data for researchers and policymakers to enhance the analysis and management of flood-prone bridge systems.
DOI: 10.17632/d2nwxn9w7k.1
title: soil detachment capacity

description: Vegetation restoration duration and erosion and deposition topography influence the soil detachment capacity (Dc) through changes in hydraulic conditions, soil properties and root traits. However, owing to its unique geological structure, the mechanism of soil detachment at erosion and deposition sites in karst trough valleys following the “Grain for Green” project remains unclear. Therefore, at erosion and deposition sites, we selected 5 years (A5) and 10 years (A10) of grassland for vegetation restoration as the research objects, whereas bare land was used as the control. The change mechanism of Dc was analyzed by conducting indoor scouring experiments at flow discharges of 60, 80, and 100 L·min−1. The results demonstrated that the water-stable aggregate (WSA), soil organic matter (SOM), root diameter (RD) and root volume density (RVD) of A10 were greater than those of A5, and these parameters at deposition site were greater than at erosion site. Except for the bedding slope of erosion site, Dc showed a significant decreasing trend as the duration of vegetation restoration increased. The average Dc of erosion site was 3.56 times greater than the Dc observed at the deposition site. Furthermore, stream power was the optimal hydraulic parameter for describing Dc in karst trough valley. The Dc at erosion and deposition sites exhibited a significantly negative correlation with BD, WSA, SOM, and RVD. Moreover, the vegetation restoration duration and topography had indirect effects on Dc. The primary drivers of variations in Dc were identified as soil properties at erosion site and hydraulic conditions at deposition site.