cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/m5232msd4c
title: Determinants of Labor Exporting Service Quality in the context of Vietnamese-Japanese Markets

description: Labor export plays a critical part in a country's economic growth and development and its international operations. In the context of global economic integration, the demand for labor imports in developed countries is rising, resulting in a demand for labor export services in developing countries. Vietnam is no exception, with a large and young labor force being an important prerequisite for labor migration abroad. Labor export is regarded as a potential market that contributes significantly to Vietnam's GDP. Labor export is also a way to gain and transfer advanced technology from abroad, as well as to support the training of a quality workforce and strengthen Vietnam's international cooperation relations, to create favorable conditions for Vietnam to join the international community more profoundly into the region and internationally. For many years, the Japanese market has been one of Vietnam's large and competitive markets for labor exports. Above all, Japan is recognized as a difficult market with stringent requirements for hiring international labor, so to maintain a competitive advantage over other nations, the service quality of Vietnam's labor export industry must be constantly improved. In fact, both foreign and domestic researchers are interested in the topic of labor export. However, most of their research is out of date and has yet to delve into assessing the service quality of the labor export industry and how to enhance it in Vietnam. Thus, the thesis used a quantitative method with the SERVPERF model to evaluate the service quality of labor export enterprises from Vietnam to Japan in 2016-2020. 
A data of 240 observations has been scrutinized by Smart PLS software to bring conclusive evidence for this paper's result.
This study identified four main components: EMPATHIC RESPONSIVENESS, RELIABILITY, TANGIBLES, and ASSURANCE.
The ANN technique was employed to determine the predictors of service quality from laborers' perceptions of companies providing services to bring Vietnamese people to Japan to work. The result of ANN is strong reliability at 89.3% accuracy. It has been observed that these four components have a positive correlation with service quality, with EMPATHIC RESPONSIVENESS having the greatest influence on service quality level. Based on the obtained results, this study makes recommendations for companies providing labor export services to further improve the quality of their services in the future.
DOI: 10.17632/38vddttj85
title: Data for: Multiple Acyl-coenzyme A Dehydrogenase Deficiency shows a founder effect and is the most frequent cause of lipid storage myopathy in Iran

description: The excel sheets containing demographic and genetic data.
DOI: 10.17632/pdpmwtpmpx
title: A SERIAL MEDIATION EFFECT Data set

description: Data for Research Paper
DOI: 10.6084/m9.figshare.29149106.v2
title: Dataset

description: this study investigates four decades of sedimentary and morphological changes in the Yangtze Estuary using an integrated framework. Drawing on grain size analysis, grain trend analysis, bathymetric data, and sediment budget calculations (e.g., sediment diversion ratio), we characterize temporal shifts in sediment transport and depocenter dynamics. Unlike previous work, we focus on interannual-scale patterns and the driving mechanisms behind sediment accumulation–erosion transitions across the estuary. Specifically, we aim to: (1) identify long-term variations in sediment characteristics from the 1980s to the present; and (2) reveal how these changes, under declining sediment supply and human interventions, have influenced the evolution and spatial migration of the estuarine depocenter.
DOI: 10.17632/6nbnk8svzc
title: Accelerating Monte Carlo simulations with an NVIDIA® graphics processor

description: Abstract Modern graphics cards, commonly used in desktop computers, have evolved beyond a simple interface between processor and display to incorporate sophisticated calculation engines that can be applied to general purpose computing. The Monte Carlo algorithm for modelling photon transport in turbid media has been implemented on an NVIDIA^®8800gt graphics card using the CUDA toolkit. The Monte Carlo method relies on following the trajectory of millions of photons through the sample, often taking h... Title of program: Phoogle-C/Phoogle-G Catalogue Id: AEEB_v1_0 Nature of problem The Monte Carlo technique is an effective algorithm for exploring the propagation of light in turbid media. However, accurate results require tracing the path of many photons within the media. The independence of photons naturally lends the Monte Carlo technique to implementation on parallel architectures. Generally, parallel computing can be expensive, but recent advances in consumer grade graphics cards have opened the possibility of high-performance desktop parallel-computing. Versions of this program held in the CPC repository in Mendeley Data AEEB_v1_0; Phoogle-C/Phoogle-G; 10.1016/j.cpc.2009.05.013 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/cz8gwg9d2v
title: Source database for Machine-learning-based PD Pattern Recognition in GIS

description: The PD in GIS may be induced by a conductor protrusion, insulator surface contamination, floating electrode defects, voids in the bulk insulation, or free conductive particles. The insulator must pass an X-ray inspection as part of the factory test necessary for epoxy resin vacuum casting process optimization, so void defects inside the insulator to not restrict GIS reliability. Defects caused by on-site contamination or switching actions, however, are likely to cause insulation failure. The main PD type includes corona type (C-type), surface type (S-type), and floating electrode type (F-type). Source data was generated in the simulated defect set in a 550 kV GIS. A needle with varying length and curvature radius was fixed on the busbar to create a conductor protrusion defect [1]. A linear particle was adhered to the convex surface of a single-phase basin-type insulator at a varying distance to the high voltage electrode to create a surface contamination defect [2]. In addition, an aluminum curved plate was placed at a distance of 1 mm from the high voltage electrode to create a floating electrode defect. These three simulated defects respectively induced C-type PD, S-type PD, and F-type PD defects. The PRPD patterns with the applied voltage from PDIV to the PD test voltage (385 kV, according to IEC 62271) were recorded by Omicron MPD600. The SF6 gas pressure was set to the rated working condition of 0.5 MPa. The patterns were organized into the tuple (Φ, Q, N). Experiments on real GIS equipment were used to resolve the equivalence problem of defect models. A total of 418 PRPD patterns were obtained, including 280 cases of C-type PD, 129 cases of S-type PD, and 9 cases of F-type PD. The diversity of training data directly affects the reliability of the PD pattern recognition, thus the authors call on all those who are committed to related research to open source the experimental data. [1] Z. Wu et al, “Effectiveness of on-site dielectric test of GIS equipment,” IEEE Trans. Dielectr. Electr. Insul., vol. 25, no. 4, pp. 1454–1460, Aug. 2019. [2] Z. Wu et al, “Phase-space joint resolved PD characteristics of defects on insulator surface in GIS,” IEEE Trans. Dielectr. Electr. Insul., vol. 27, no. 1, pp. 156–163, Feb. 2020.
DOI: 10.17632/bmhhct3vvz
title: MSW data in Italy (Province level)

description: This dataset includes data relative to the municipal solid waste management (MSW) service in the metropolitan and provincial capital cities in Italy. The data set includes demographic, socio-economic, cost and waste-related data at the city level for years 2013, 2015, 2017, and 2019.
DOI: 10.17632/n7s8gzyvsb
title: DPPH Radical Scavenging Activity of Rutin and Microalgal Extracts at Various Concentrations

description: This study aimed to determine the antioxidant activities of various microalgae species isolated from Giresun rivers and to compare them with rutin. Our hypothesis was that the green microalgae species isolated from Giresun rivers would exhibit high antioxidant capacities and would show significant differences in antioxidant activity when compared to rutin. We anticipated that rutin would demonstrate higher DPPH radical scavenging activity compared to the tested microalgae species, indicating a stronger antioxidant capacity. Additionally, we expected to observe significant differences in antioxidant activities among the microalgae species.

Statistical analyses revealed significant differences in DPPH inhibition percentages among the microalgae species (p &lt; 0.001). This indicates that the antioxidant activities of different microalgae species show distinct differences. Concentration levels also had a statistically significant effect on DPPH inhibition (p &lt; 0.001), demonstrating that varying concentrations impact antioxidant activity. Tukey HSD test results showed that rutin exhibited significantly higher DPPH radical scavenging activity compared to Chlorella vulgaris and Chlorococcum hypnosporum (p &lt; 0.001). This finding suggests that rutin is more effective than these microalgae species.
Significant differences were found between Chlorolilaea pamvotia and Chlorococcum hypnosporum (p &lt; 0.01), indicating that their antioxidant activity levels are not similar. On the other hand, differences between Chlorella vulgaris and Desmodesmus opoliensis were not statistically significant (p &gt; 0.05), suggesting that while variations in antioxidant activity exist, they may not be as pronounced as those observed between microalgae and rutin.

The data were collected using the DPPH radical scavenging test, a common method for measuring antioxidant activity. This test assessed how effectively different microalgae species and rutin could neutralize DPPH radicals. Concentration levels were varied to evaluate their impact on antioxidant activity.

The findings highlight that rutin exhibits superior antioxidant activity compared to other microalgae species and that there are notable differences in antioxidant activities among the microalgae species themselves. These results emphasize rutin's strong antioxidant properties and provide insights into the potential uses and effectiveness of different microalgae species in antioxidant research.
DOI: 10.17632/w8vxx8yz55
title: DERMA-PASeg

description: The data repository has a huge utilisation in E-Pathology, where instead of needing pathologists to analyse whole slide images, computer-aided diagnosis can be employed to enhance the performance of disease diagnosis. The dataset is composed of 32 Unstained whole slide images paired with chemically stained slides, captured using a brightfield microscope. In addition to that, we have also generated their associated virtually stained images using dual contrastive GANs. To aid in autonomous layer extraction, masks for each whole slide image have also been provided containing annotations for five layers i.e., Dermis, Epidermis, Keratin, Dermal-Epidermal Junction and background. Following is the detailed hierarchy of the dataset.

DERMA-Seg (Root Directory)
 -&gt; Unstained whole slide images - Unstained
 -&gt; C Stained - Chemically Stained
 -&gt; V Stained - Virtually Stained
 -&gt; Masks - Segmented Images
DOI: 10.17632/4txvvp6tbh
title: Data for: Statistics and segmentation: Using Big Data to assess Cascades arc compositional variability

description: This is a compilation of Quaternary Cascades arc compositional data from over 235 sources. Data has been carefully filtered for outliers and repeat analyses.
DOI: 10.17632/mj26hvkpkn
title: Caesarean data

description: NFHS dataset for paper 'Preventing the preventable: Assessing the burden of incessant caesarean deliveries in select Indian states using NFHS-5'
DOI: 10.17632/3grsgw5kmh
title: Replication Files for Redding and Weinstein "Accounting for Trade Patterns".

description: This folder contains the replication files for Redding, Stephen J. and David E. Weinstein (2024) "Accounting for Trade Patterns".
DOI: 10.17632/6s959w2zyr
title: Spatial transcriptomics reveals genes associated with dysregulated mitochondrial functions and stress signaling in Alzheimer's disease

description: This is the public data repository for the the work presented in Navarro and Croteau et al. iScience, 2020. https://doi.org/10.1016/j.isci.2020.101556 The repository contains 48 Spatial Tancriptomics (ST) sections (24 of the hippocampus and 24 of the olfactory bulb). The sections were obtained from an Alzheimer´s disease mouse model: 3xAD, 3xPB, 3xPB and WT For each section, we have deposited the following: - H&E file - Matrix of counts (spots inside tissue) - Raw matrix of counts with coordinates file We also included the merged matrices of counts and meta files. The results of the analyses are also present (factor analysis clusters, DE analysis genes, pathways, etc...).
DOI: 10.17632/7xb5mvg494
title: Aplikasi Mikoriza Vesikular Arbuskular (MVA) dan Media Tanam terhadap Pertumbuhan dan Hasil Tanaman Cabai Rawit

description: Jurnal penelitian agroteknologi
DOI: 10.17632/fcz6s7dfyc
title: RESTOR HYDRO project data set (water mills, weirs and unknown sites) for an online platform Restor Hydro Map (some 67,650 entries). 2015.

description: RESTOR HYDRO project data set (water mills, weirs and unknown sites) for an online platform Restor Hydro Map (some 67,650 entries). 2015. Data description see in the paper.
DOI: 10.6084/m9.figshare.14792148.v2
title: 16S phylogeny of 40 Agrobacterium spp.

description: We searched the 16S rRNA sequences in 40 Agrobacterium spp. genomes using BLASTN, extracted them using a custom Python script and then aligned with ClustalOmega. A ML phylogeny was then inferred based on these alignments with RAxML-NG 1.0.0 with the options ‘--model GTR+G4 --all’, implying the use of the model GTR+FO+G4m, and that 20 independent inferences were run, starting with 10 random trees and 10 parsimony-optimized tree, and retaining the the best ML tree from these 20 inferences. Branch supports were estimated with 200 Felsentein bootstrap trees.Another version of the tree has beenmade adding to the alignment the 16S ribosomal RNA gene sequence from <i>Rhizobium leguminosarum</i> type strain USDA 2370 (GenBank accession: U29386.1).
DOI: 10.6084/m9.figshare.19945016.v1
title: Appearance of COVID-19 pneumonia on 1.5 T TrueFISP MRI

description: Abstract Objective: To evaluate the performance of 1.5 T true fast imaging with steady state precession (TrueFISP) magnetic resonance imaging (MRI) sequences for the detection and characterization of pulmonary abnormalities caused by coronavirus disease 2019 (COVID-19). Materials and Methods: In this retrospective single-center study, computed tomography (CT) and MRI scans of 20 patients with COVID-19 pneumonia were evaluated with regard to the distribution, opacity, and appearance of pulmonary lesions, as well as bronchial changes, pleural effusion, and thoracic lymphadenopathy. McNemar’s test was used in order to compare the COVID-19-associated alterations seen on CT with those seen on MRI. Results: Ground-glass opacities were better visualized on CT than on MRI (p = 0.031). We found no statistically significant differences between CT and MRI regarding the visualization/characterization of the following: consolidations; interlobular/intralobular septal thickening; the distribution or appearance of pulmonary abnormalities; bronchial pathologies; pleural effusion; and thoracic lymphadenopathy. Conclusion: Pulmonary abnormalities caused by COVID-19 pneumonia can be detected on TrueFISP MRI sequences and correspond to the patterns known from CT. Especially during the current pandemic, the portions of the lungs imaged on cardiac or abdominal MRI should be carefully evaluated to promote the identification and isolation of unexpected cases of COVID-19, thereby curbing further spread of the disease.
DOI: 10.6084/m9.figshare.29097848.v1
title: Radiation project

description: Data from Laura Zamproni- irradiation Project
DOI: 10.17632/86gscm84tt
title: Data for: Technical and economic efficiency of methods for extracting genomic DNA from plant parasitic nematodes

description: Concentration and degree of purity of DNA extracted by method.
DOI: 10.17632/kb9pb6tzkg
title: Evoked fNIRS Signals for Isolated Pain Event Classification in Thermal Quantitative Sensory Testing

description: 1. Preprocessing
Contains the data and code used for preprocessing.

The raw data is stored in the following structure in "nirsc.mat".
- (16,1) cell : 16 subject
└ (1,4) struct : 4 task (Cold Threshold Test, Heat Threshold Test, Cold Tolerance Test, Heat Tolerance Test)
└ headers, time, task, mark, count, oxyHb, deoxyHb, totalHb, chanlabs, srate

nirsc_filtered.mat
Data with wavelet-mdl applied using matlab's nirs-spm and a 0.01-0.09 bandpass filter applied using the matlab function.

py_MakePythonData.m
Generate h5 files by window size by segmentation from mat file.

2. Train Model
Contains files for training the model. The files described below are the code you run to train, while the other files are included for dependencies. Needs output files of 'py_MakePythonData.m'.

wandb-ORC-T-KFOLD_trialwise.py
This code runs k-fold CV training on the HbO, HbR, and HbO&HbR datasets.

wandb-ORC-T-LOSO16.py
This code runs LOSO CV training on the HbO, HbR, and HbO&HbR datasets.

wandb-ORC-T-KFOLD_trialwise_valid-Concentration.py
This code runs k-fold CV training on the HbO† datasets.

wandb-ORC-T-LOSO16_valid-Concentration.py
This code runs LOSO CV training on the HbO† datasets.

3. Figure
This is the code that creates the figure and supplementary figure. We need the output file of '2. Train Model'.
DOI: 10.17632/frpjrcjyxk
title: Mechanical properties of nanoporous graphenes: Transferability of graph machine-learned force fields compared to local and reactive potentials

description: "so3krates_afm_model.zip" contains the relevant data and installation guide for the SO3krates model used in this work.
"All-PBE+MBD-Stress-Strain.txt" provides the DFT results for the stress [N/m]-strain relations of the 14 considered systems.
"Train-Data.zip" contains the complete AIMD dataset in "cfg" and "xyz" formats. In the "cfg" format, the atomic types 1, 6, 7, and 8 refer to H, C, N, and O, respectively.
"ForceFields.zip" includes the trained SO3krates and MTP general models as well as the ReaxFF potential in the LAMMPS format. In the "MTP.pot", types 1, 6, and 8 refer to H, C, and O, respectively.
"POSCARs-EnergyMinimized.zip" contains energy-minimized structures in VASP POSCAR format.
"POSCARs-Ruptured.zip includes ruptured structures in the VASP POSCAR format.
"VASP-AIMD.zip" contains the VASP input files for a sample of AIMD calculations.
"VASP-GeometryOptimization.zip" contains VASP input files for a geometry optimization step of a trained system.
DOI: 10.17632/p5gfdv6skr
title: Engineered cardiac tissue model of restrictive cardiomyopathy for drug discovery

description: Raw data, statistical tests and graphs generated for the manuscript
DOI: 10.17632/x6y5vkttcf
title: “I feel therefore I decide”: Effect of Negative Emotions on Temporal Discounting and Probability Discounting 

description: Qualtrics datasets
DOI: 10.6084/m9.figshare.12628583.v1
title: Raw_electrophysiological_recording_data_of_M02_3W

description: Raw electrophysiological recording data of M02 3W
DOI: 10.6084/m9.figshare.5513407.v2
title: Virtual E Dataset

description: - Virtual E Dataset<br>E dataset (3317 images) - Diagnosis predicted by CNNs (ResNet-152 + VGG-19; arithmatic mean of both outputs; training dataset: A1)<br>We created the E dataset to assess the semisupervised learning performance by conducting a Web-based image search for “tinea,” “onychomycosis,” “nail dystrophy,” “onycholysis,” and “melanonychia” in English, Korean, and Japanese on http://google.com and http://bing.com, and downloaded a total of 15,844 images. From these images, the R-CNNs created a nail dataset of 3,317 images, since we had to discard many images because of low image resolution. The CNNs (model: ResNet-152 + VGG-19; arithmetic mean of both outputs; training dataset: A1) automatically classified images generated by the R-CNNs into six classes (760 onychomycosis, 1,316 nail dystrophy, 363 onycholysis, 185 melanonychia, 424 normal, and 269 others).
DOI: 10.6084/m9.figshare.5129131.v1
title: Supplementary Material for: Measuring Global Brain Atrophy with the Brain Volume/Cerebrospinal Fluid Index: Normative Values, Cut-Offs and Clinical Associations

description: <b><i>Background:</i></b> Global brain atrophy is present in normal aging and different neurodegenerative disorders such as Alzheimer's disease (AD) and is becoming widely used to monitor disease progression. <b><i>Summary:</i></b> The brain volume/cerebrospinal fluid index (BV/CSF index) is validated in this study as a measurement of global brain atrophy. We tested the ability of the BV/CSF index to detect global brain atrophy, investigated the influence of confounders, provided normative values and cut-offs for mild, moderate and severe brain atrophy, and studied associations with different outcome variables. A total of 1,009 individuals were included [324 healthy controls, 408 patients with mild cognitive impairment (MCI) and 277 patients with AD]. Magnetic resonance images were segmented using FreeSurfer, and the BV/CSF index was calculated and studied both cross-sectionally and longitudinally (1-year follow-up). Both AD patients and MCI patients who progressed to AD showed greater global brain atrophy compared to stable MCI patients and controls. Atrophy was associated with older age, larger intracranial volume, less education and presence of the ApoE ε4 allele. Significant correlations were found with clinical variables, CSF biomarkers and several cognitive tests. <b><i>Key Messages:</i></b> The BV/CSF index may be useful for staging individuals according to the degree of global brain atrophy, and for monitoring disease progression. It also shows potential for predicting clinical changes and for being used in the clinical routine.