cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28924706.v1
title: 250503

description: Workplace ostracism and cyberbullying are two prevalent negative behaviors. Most existing research examines workplace ostracism primarily from the victim's perspective, while studies on cyberbullying often focus on the perpetrator's viewpoint. Experiencing workplace ostracism frequently leads to feelings of frustration and low self-esteem, which can subsequently result in increased aggression. Compared to their male counterparts, female employees tend to be more sensitive, and this heightened sensitivity can have a detrimental impact on their interpersonal relationships in the face of workplace ostracism. Thus, it is essential to explore whether female employees who experience workplace ostracism transition from being "victims" to "perpetrators" in their behavioral choices.
DOI: 10.6084/m9.figshare.5932810.v2
title: data_forupload.csv

description: The data set contains data from a project in which 125 premenopausal women received different doses of estradiol valerate and performed an emotional memory test. Recollection and familiarity parameters were estimated using confidence ratings and remember/know responses. The dataset also includes the concentrations of estrogen, progesterone and cortisol.<br>
DOI: 10.6084/m9.figshare.13355933.v1
title: Supplemental Table S2

description: Excel spreadsheet including tested<i> S. aureus</i> strain names, quantitative phenotypes, qualitative phenotypes (quantitative phenotypes from Supplemental Table S1 converted to qualitative by the OD<sub>600</sub> scale 0.1-0.4 for S - sensitive, 0.4-0.7 for SS - semi-sensitive, and 0.7 or more for R - resistant), BioProject, BioSample, and SRA accessions, sequence types (STs), clonal complexes (CCs), isolation dates, and isolation locations.
DOI: 10.6084/m9.figshare.27132516.v1
title: Micro-CT Data of Chang'e 5 Lunar Regolith Particles

description: This dataset consists of raw and segmented data of X-ray micro-computed tomography (micro-CT) data of Chang’e-5 lunar regolith particles. Million-scale (&gt;700,000) particles are extracted from the image data using machine learning-based segmentation. It represents the largest three-dimensional (3D) image dataset of lunar regolith particles to date. The raw 16-bit micro-CT grayscale images (CE-5_raw_16bit.zip), segmented images (CE-5_label_8bit.zip for easy visualization and CE-5_label_32bit.zip for unique identification of all segmented particles), as well as statistical data (Particle_Data.zip) and a code for extracting particles (particle_extraction.m) are included.
DOI: 10.6084/m9.figshare.27382098.v1
title: Underlying data for the research conference proceeding on 'Development and Optimisation of Textile-Based Optical Sensors for Cardiac Health Monitoring'

description: The data was used in the conference proceeding 'Development and Optimisation of Textile-Based Optical Sensors for Cardiac Health Monitoring' from the E-textiles 2024 conference.
DOI: 10.6084/m9.figshare.9332012.v1
title: Supplementary Material for: Serum Polyunsaturated Fatty Acids in Middle Childhood and Body Mass Index Change Through Adolescence

description: <b><i>Background:</i></b> Polyunsaturated fatty acids (PUFA) status in childhood may be associated with adiposity development. <b><i>Objective:</i></b> To assess associations of serum PUFA biomarkers in childhood with change in body mass index (BMI)-for-age Z scores (BMIZ) through adolescence. <b><i>Methods:</i></b> We quantified serum PUFA at ages 5 and 10 years among 418 children from Santiago, Chile. BMI was measured at 5, 10, and 16 years. We compared BMIZ change through age 16 years between quartiles of PUFA at 5 and 10 years and PUFA change 5–10 years by fitting growth curves from mixed effects models. <b><i>Results:</i></b> At age 5 years, serum docosahexaenoic acid was inversely associated with BMIZ change from ages 5 to 16 years. At age 10 years, arachidonic acid (AA) was nonlinearly positively related to BMIZ change from ages 10 to 16 years. Change in AA and the Δ5-desaturase (D5D) activity index between 5 and 10 years were each positively associated with BMIZ change from ages 10 to 16 years. Change in eicosapentaenoic acid was inversely associated with change in BMIZ. <b><i>Conclusions:</i></b> Serum long-chain n-3 PUFA in middle childhood were associated with less BMI gain through adolescence, whereas AA and D5D activity was related to greater BMI gain.
DOI: 10.17632/t9gjd9k8gv
title: Data for: Determination of water speciation in hydrous haplogranitic glasses with partial Raman spectra

description: Figure 5 Computed partial Raman spectra characterizing the Raman scattering activity of OH- and H2Om -species present in hydrous haplogranitic glasses. Figure 6 Decomposition of the Raman spectral bands characteristic for the stretching vibrations of water species into the individual species contributions. Shown are spectra (= partial Raman spectra x species abundances) from hydrous HPG8 glasses.
DOI: 10.6084/m9.figshare.26491210.v1
title: Mapping OECD’s Revised Field of Science and Technology (FOS) Classification to Australian and New Zealand Standard Research Classification (ANZSRC) 2020 (Dimensions)

description: The OECD Category schema corresponds to the Revised Field of Science and Technology (FOS) Classification of the Frascati Manual.Dimensions uses a number of in-built categorisation systems which are used by funders and research organizations around the world. One of them is Australian and New Zealand Standard Research Classification (ANZSRC).Here you can find mapping Revised Field of Science and Technology (FOS) Classification to Australian and New Zealand Standard Research Classification (ANZSRC) 2020. The 2-digit code was used for mapping.The OECD’s Fields of Science and Technology classification (FOS) consists of 40 subcategories of 6 major fields, namely Natural Sciences, Engineering and Technology, Medical and Health Sciences, Agricultural Sciences, Social Sciences and Humanities.Mapping process was conducted in January 2023, utilizing the then-current versions of the classifications.
DOI: 10.17632/dpmtgrn8d8
title: Physionet EEGMMIDB in MATLAB structure and CSV files to leverage accessibility and exploitation

description: This dataset is a cleansed, transformed, and structured version of the Physionet EEG Motor Movement/Imagery Dataset (https://physionet.org/content/eegmmidb/1.0.0/)
The original dataset is licensed under Open Data Commons Attribution (https://physionet.org/content/eegmmidb/view-license/1.0.0/)

The dataset is offered in two formats for versatility and convenience; A MATLAB structure (version 7.3) and a collection of CSV files.

Kindly, cite the dataset and the data description paper found under "Related links", below.
DOI: 10.17632/vfdj4g3jzy
title: Propuesta de estrategia de comunicación para el posicionamiento de la organización SJE Servicios Jurídicos Especializados de la ciudad de Cali

description: Trabajo de grado para obtener el título de comunicadora social
DOI: 10.6084/m9.figshare.25288144.v1
title: Supplementary Material for: Platelet additive solutions SSP+ and T-PAS+ are interchangeable for platelet concentrate storage despite differences in composition and plasticizer

description: Introduction: Platelet additive solutions support ex vivo storage of platelet concentrates used for transfusion. The composition of platelet additive solutions within one generation (i.e. PAS-E) is similar but not identical. Additionally, the platelet additive solution storage bag may contain different plasticizers. This study compares the effect of two PAS-E solutions (SSP+ vs. T-PAS+, stored in a DEHP-containing and DEHP-free bag, respectively) to investigate if both additive solutions are interchangeable for platelet concentrate storage.
Methods: Platelet concentrates stored in plasma supplemented with SSP+ or T-PAS+ were compared by using a pool-and-split design. Platelet metabolism was investigated using a blood gas analyzer. The degree of platelet storage lesion was determined by flow cytometry to measure granule release and phosphatidylserine scrambling.
Results: The quality of platelet concentrates stored in either SSP+ or T-PAS+ is acceptable as pH decreased only slightly as a function of time. PH remained above 7.2 one day post expiration (day 6), which is far above the minimal criterium of 6.4. Platelet storage lesion was comparable between the two study groups with only limited α-granule release and phosphatidylserine surface expression in both groups after storage for five days, P = 0.547 and P = 0.825 respectively.
Conclusion: This study supports a safe switch between SSP+ and T-PAS+ storage solutions for platelet concentrates despite slight differences in storage solution composition and DEHP content.
DOI: 10.6084/m9.figshare.4246355.v2
title: Empirical threshold parameters VATSPUD data

description: This is the matrix containing the empirical threshold parameters that were used as a starting point for the simulation study. These parameters were retrieved from a network analysis with IsingFit in R, the data come from the VATSPUD study (courtesy of Ken Kendler, see the paper for a brief description of the data) and consist of the 14 disaggregated symptoms of major depression according to DSM-III-R.
DOI: 10.17632/rhf59994bz
title: Solution of the electromagnetic wave equation with respect to relaxation

description: Supplementary material to the article containing the problem’s solution file with the solution algorithm, the final formula for the desired function, graphical results, and an assessment of the basic equation and uniqueness conditions discrepancies
DOI: 10.6084/m9.figshare.25107689.v1
title: Data for Daihai Lake_OH-GDGTs_d2H.xlsx

description: Data for Daihai Lake_OH-GDGTs_d2H
DOI: 10.6084/m9.figshare.5844420.v2
title: Genome-wide Association Analysis of Age-Dependent Egg Weights in Chickens

description: The raw data could support our manuscript of "Genome-wide association 
analysis of age-dependent egg weights in chickens". Any qualified 
researcher could use the data after our agreement.<br>
DOI: 10.6084/m9.figshare.6726794.v2
title: Bioinformatics commands

description: Bioinformatics code for assembling transcriptomes, mapping reads, clustering gene families, performing tests for selection, etc.<br>
DOI: 10.17632/2h5v92w5hm
title: Dataset of Number of Orders of Clients and Restaurants from a Delivery Food Application

description: This dataset contains the records of the orders from a delivery food application. It consists of the real restaurant sales in the Encalientes platform, a local food delivery from Aguascalientes, México. This data comprises the sales of the top 100 users and 642 restaurants. Sales were collected from January 2019 to June 2021. This data could be used for analyzing consumer food patterns and generating recommendation systems based on real sales. In the file, columns and rows represent restaurants and clients, respectively. Empty cells represent that there are no sales from the consumer row in the restaurant of the column in that month.
DOI: 10.17632/723n5r797n
title: Deneb: An open-source high-performance multi-physical flow solver based on high-order DRM-DG method

description: High-order methods are being recognized as powerful tools for handling scale-resolving simulations over complex geometry. However, several obstacles still block their complete applications to practical engineering problems: a compromise between accuracy and efficiency on mixed-curved meshes, inherent vulnerability to numerical oscillations, and lack of open-source high-performance solvers for researchers. To address these issues, we present Deneb, an open-source high-order accurate numerical solver that enables high-performance scale-resolving simulations on PDE-based flow systems. Deneb uses the physical domain-based modal discontinuous Galerkin (DG) method; thus, it can provide an arbitrary high-order accurate solution on mixed-curved meshes and has the potential for handling polyhedral meshes as well. The direct reconstruction method (DRM) efficiently executes the numerical integration of DG volume and surface integrals without accuracy loss on non-affine elements where mapping functions are high-degree. The resulting DRM-DG method eliminates the severe cost of a quadrature-based approach on mixed-curved meshes. Deneb offers explicit and implicit Runge–Kutta methods as well to achieve high-order accuracy in time. In addition, Krylov subspace methods and preconditioners are available for high-performance linear system solving in parallel. Deneb possesses a strong capability to resolve multi-physical shocks without numerical instabilities with the aid of multi-dimensional limiting and artificial viscosity methods. In particular, the hierarchical multi-dimensional limiting process enables efficient computations of supersonic flows without time-step restriction. The current release of Deneb covers the simulations of hypersonic equilibrium and magneto-hydrodynamic flows as well as compressible Navier–Stokes equations, but it has the potential to solve any PDE-based multi-physical flow systems. Several benchmark problems are presented to highlight Deneb's capability to perform scale-resolving and multi-physical flow simulations. A scalability test is also presented to verify the scaling characteristics of Deneb for high-performance computing.
DOI: 10.6084/m9.figshare.11626125.v1
title: Raw Data.zip

description: <b>H</b><b>yaluronic acid </b><b>ameliorates the proliferative ability</b><b> </b><b>of </b><b>human amniotic epithelial cells </b><b>through activation of </b><b>TGF-β/BMP signaling</b><b></b>
DOI: 10.17632/jxsz3hdsyg
title: HCC CyTOF Project

description: fcs files and csv files
DOI: 10.17632/svhprd6wym
title: Seasonal changes in physio-biochemical responses of the xerophytic dwarf shrub Haloxylon salicornicum in the Kuwait desert

description: Raw and processed data, including statistical analysis, of physio-biochemical parameters of Haloxylon salicornicum shoots in response to combined high temperatures and drought conditions in the field.
DOI: 10.6084/m9.figshare.28988399.v2
title: RNA-seq processed data of the Arabidopsis fic1-1 mutant

description: Transcriptomic analysis results of the Arabidopsis fic1-1 mutant, using newly developing leaves from 3-week-old Col-0 and fic1-1 plants grown under either a 16 h light/8 h dark photoperiod or continuous 24 h light conditions.
DOI: 10.6084/m9.figshare.5478628.v3
title: Supporting Information for "Metal oxides in surface sediment control nickel bioavailability to benthic macroinvertebrates", ES&T (2017)

description: Site-by-site sediment geochemistry, water chemistry, and benthic invertebrate relative abundance data and associated metadata.
DOI: 10.5522/04/29046848.v1
title: Todd Group Library ELN Snapshot May 13th 2025

description: Zip file of a Labarchives electronic laboratory notebook detailing the Todd group compound library at University College London. The live notebook is at https://uk-mynotebook.labarchives.com/share/Todd Group Compound Library/MC4wfDIxNzcxLzAvVHJlZU5vZGUvMTcyMDU1ODA0NHwwLjA=. This snapshot was taken on May 13th 2025.
DOI: 10.6084/m9.figshare.14963049.v1
title: AET and Deficit Mean Values for ALL of CONUS

description: Data for Figures 1,2,8,9. Tercek et al. 2021 PLOS ONE <b>Historical </b><b>c</b><b>hanges in </b><b>p</b><b>lant </b><b>w</b><b>ater </b><b>u</b><b>se</b><b> and </b><b>n</b><b>eed in the </b><b>c</b><b>ontinental </b><b>U</b><b>nited States</b><br>These are GEOTIFF Files designed to opened in a GIS environment<br>
DOI: 10.6084/m9.figshare.27604534.v1
title: Space-time extremes of severe US thunderstorm environments

description: Severe thunderstorms cause substantial economic and human losses in the United States. Simultaneous high values of convective available potential energy (CAPE) and storm relative helicity (SRH) are favorable to severe weather, and both they and the composite variable PROD=CAPE×SRH can be used as indicators of severe thunderstorm activity. Their extremal spatial dependence exhibits temporal non-stationarity due to seasonality and large-scale atmospheric signals such as El Niño-Southern Oscillation (ENSO). In order to investigate this, we introduce a space-time model based on a max-stable, Brown–Resnick, field whose range depends on ENSO and on time through a tensor product spline. We also propose a max-stability test based on empirical likelihood and the bootstrap. The marginal and dependence parameters must be estimated separately owing to the complexity of the model, and we develop a bootstrap-based model selection criterion that accounts for the marginal uncertainty when choosing the dependence model. In the case study, the out-sample performance of our model is good. We find that extremes of PROD, CAPE and SRH are generally more localized in summer and, in some regions, less localized during El Niño and La Niña events, and give meteorological interpretations of these phenomena.
DOI: 10.17632/hpxzntbv7d
title: Servant Leadership

description: Raw Data, Analysis and Authors Contribution
DOI: 10.6084/m9.figshare.14095679.v1
title: cffDNA in GCK MODY Pregnancy JCEM Supp Tables.docx

description: Supplementary Table 1. Parental haplotype information and cumulative HapI frequency by αSNP and βSNP in family 2.
DOI: 10.6084/m9.figshare.19074599.v1
title: MP data

description: Materials Project data used in Formula graph self-attention network for representation-domain independent materials discovery by Achintha Ihalage and Yang Hao.<br>
DOI: 10.6084/m9.figshare.22293196.v1
title: NT1 annotation

description: Annotation for NT1 <em>Arabidopsis lyrata</em> genome assembly
DOI: 10.6084/m9.figshare.23584401.v1
title: assembled sequence data of 59 Maleae species

description: We used nuclear genes from 62 transcriptomes/genomes, including 26 newly generated transcriptomes, to reconstruct a well-supported phylogeny and study evolution of fruit and leaf morphology and possible effect of WGD. All assembled sequence data reported in this paper are available here.
DOI: 10.6084/m9.figshare.3518087.v1
title: Appendix A. Questionnaire used in interviews with fishers from nine villages along the Tocantins River, Brazilian Amazon.

description: Questionnaire used in interviews with fishers from nine villages along the Tocantins River, Brazilian Amazon.
DOI: 10.6084/m9.figshare.22768967.v1
title: weather.csv

description: The solar weather data in this dataset was produced using sensor traces. The Davis Meteorological station in Amherst, Massachusetts, provided the weather data. The information is made up of weather conditions that are captured every five minutes. UV level, Sunlight, Atmospheric Pressure, Rain, Wind and its direction, Dew-point, Humidity, Wind Chill, and Temperature are some of its features.
DOI: 10.6084/m9.figshare.28254818.v2
title: A Fair and Safe Usage Drug Recommendation System in Medical Emergencies by a Stacked ANN

description: The importance of online recommender systems for drugs, medical professionals, and hospitals is growing. Today, the majority of people use online consultations for drug recommendations for all types of health issues. Emergencies such as pandemics, floods, or cyclones can be helped by the medical recommender system. In the era of machine learning (ML), recommender systems produce more accurate, quick, and reliable clinical predictions with minimal costs. As a result, these systems maintain better performance, integrity, and privacy of patient data in the decision-making process and provide precise information at any time. Therefore, we present drug recommender systems with a stacked artificial neural network (ANN) model to improve the fairness and safety of treatment for infectious diseases. To reduce side effects, drugs are recommended based on a patient’s previous health profile, lifestyle, and habits. The proposed system produced results with 97.5% accuracy. A system such as this could be useful in recommending safe medicines to patients, especially during health emergencies.
DOI: 10.17632/t8zbf8hr4k
title: Online Shopping Behavior

description: Data collected using online questionnaire from 306 respondents. This data includes RAW data and after bootstrap analysis using PLS-SEM. The questionnaire was developed to explore online shopping behaviour viewed from variables including promotion, social media, celebrity endorsement, and purchase decision.
DOI: 10.17632/wy57vc3r8w
title: EPIC - (Early Plant information Combined)

description: This dataset compiles seedling functional trait data extracted from 183 peer-reviewed studies conducted across the continental United States. It includes information on native herbaceous species, focusing on traits measured during the seedling stage (typically &lt;90 days old). Each record contains metadata on study location, ecoregion, experimental setting (e.g., field, greenhouse), manipulated abiotic and biotic factors, species identity, and detailed trait measurements categorized as morphological, physiological, phenological, or performance/growth traits. Trait entries are standardized where possible and include both commonly studied traits (e.g., above-ground biomass) and underreported traits relevant to seedling ecology and regeneration. This dataset supports efforts to synthesize patterns in seedling trait expression, assess knowledge gaps, and inform trait-based predictions of seedling performance under environmental change.
DOI: 10.6084/m9.figshare.26037289.v1
title: Genome assembly of autotetraploid <i>Medicago sativa</i> XinJiangDaYe

description: The gzipped FASTA file contains the genome assembly of autotetraploid <i>Medicago</i> <i>sativa</i>, which serves as the ground truth for validating HapHiC (https://github.com/zengxiaofei/HapHiC). This assembly was generated by eliminating obvious assembly errors in the published genome assembly of <i>M</i>. <i>sativa</i> XinJiangDaYe (Chen et al., 2020) using Juicebox. <b>Due to the exclusion of numerous sequences, it is recommended to utilize this assembly solely for simulation tests.</b>
DOI: 10.6084/m9.figshare.7472168.v1
title: Skull-stripped Contrast-Enhanced MRI Datasets

description: Skull-stripped Contrast-Enhanced MRI Datasets. Please use the following citations if you use them in your work:<br> <br> L. Lindner, M. Kolodziej, J. Egger. Skull-stripped Contrast-Enhanced MRI Datasets. Figshare, 2018.<br> L. Lindner, et al. Using synthetic training data for deep learning-based GBM segmentation. In 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 6724-6729. IEEE, 2019. J. Egger, et al. GBM Volumetry using the 3D Slicer Medical Image Computing Platform. Sci Rep., 3:1364, 2013.<br> <br> Further Information:<br> <br> Ten Contrast-Enhanced T1-weighted Magnetic Resonance Imaging (MRI) Datasets of healthy Brains.<br> <br> All Datasets are skull-stripped and datasets with a sagittal or coronal scanning direction have been reformatted to an axial direction.<br> <br> Skull-stripping has been performed with BrainSuite.
DOI: 10.17632/342zcbtvw9
title: Data for: Back to the Future: Testing different scenarios for the next Supercontinent gathering

description: The data contained in these folders is the complete collection of the files used to create the figures and data for the paper Back to the future: Testing different scenarios for the next supercontinental gathering, by Davies, Green and Duarte. These files will allow the user to visualise four scenarios of the next supercontinental gathering.
DOI: 10.6084/m9.figshare.16974772.v2
title: Table S10.xlsx

description: Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis results of carbohydrate metabolic genes.