cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13688398.v1
title: Supplementary Material for: How to Reduce the Risk of Arteriovenous Fistula Dysfunction by Observing Prepump Arterial Pressure during Hemodialysis: A Multicenter Retrospective Study

description: <b><i>Objective:</i></b> Prepump arterial (Pa) pressure indicates the ease or difficulty with which the blood pump can draw blood from the vascular access (VA) during hemodialysis. Some studies have suggested that the absolute value of the Pa pressure to the extracorporeal blood pump flow (Qb) ratio set on the machine (|Pa/Qb|) can reflect the dysfunction of VA. This study was conducted to explore the impact of arteriovenous fistula (AVF) dysfunction and to explore the clinical reference value of |Pa/Qb|. <b><i>Methods:</i></b> We retrospectively identified adults who underwent hemodialysis at 3 hospitals. Data were acquired from electronic health records. We evaluated the pattern of the association between |Pa/Qb| and AVF dysfunction during 1 year using a Cox proportional hazards regression model with restricted cubic splines. Then, the patients were grouped based on the results, and hazard ratios were compared for different intervals of |Pa/Qb|. <b><i>Results:</i></b> A total of 490 patients were analyzed, with an average age of 55 (44, 66) years. There were a total of 85 cases of AVF dysfunction, of which 50 cases were stenosis and 35 cases were thrombosis. There was a U-shaped association between |Pa/Qb| and the risk of AVF dysfunction (<i>p</i> for nonlinearity &lt;0.001). |Pa/Qb| values &lt;0.30 and &gt;0.52 increased the risk of AVF dysfunction. Compared with the group with a |Pa/Qb| value between 0.30 and 0.52, the groups with |Pa/Qb| &lt;0.30 and |Pa/Qb| &gt;0.52 had a 4.04-fold (<i>p</i> = 0.002) and 3.41-fold (<i>p</i> &lt; 0.001) greater risk of AVF dysfunction, respectively. <b><i>Conclusions:</i></b> The appropriate range of |Pa/Qb| is between 0.30 and 0.52. When |Pa/Qb| is &lt;0.30 or &gt;0.52, the patient’s AVF function or Qb setting should be reevaluated to prevent subsequent failure.
DOI: 10.6084/m9.figshare.23713488.v1
title: iadmix reference population allele frequency from 1000 Genomes Project. Both hg19 and hg38 build.

description: iadmix reference population allele frequency from 1000 Genomes Project. Both hg19 and hg38 build.
DOI: 10.6084/m9.figshare.25778268.v1
title: The effects of servitization, digitalization, and digital learning orientation on sustainable performance: a hybrid PLS-SEM-ANN model

description: This is the experimental data of the manuscript entitled "The effects of servitization, digitalization, and digital learning orientation on sustainable performance: a hybrid PLS-SEM-ANN model"
DOI: 10.17632/rcrznyx43d
title: YouGovTippingCombinedSurveys

description: SPSS file for data used in paper titled "How did the Covid-19 Pandemic Affect Restaurant Tipping?"
DOI: 10.17632/kw62d6xt5y
title: Packages for Bibliometric Analysis of Social Work Research in China

description: Packages for Bibliometric Analysis of Social Work Research in China
DOI: 10.17632/tkbkzdt5nr
title: Microclimate monitoring in commercial tomato (Solanum Lycopersicum L.) greenhouse production and its effect on plant growth, yield and fruit quality dataset

description: This data repository contains data from greenhouse and tomato growth monitoring from Proefcentrum Hoogstraaten (Voort 71, 2328 Hoogstraten, Belgium) collected during GROW! project (Interreg Vl-Nl, https://www.grensregio.eu/projecten/grow). The repository consists of:
• environment measurements (Environment folder): temperature, relative humidity, light;
• tomato measurements (PlantData folder): truss weight, truss number, firmness, color, soluble solids content, ethylene emission rate, stem length, stem diameter. 
Each folder contains table Info explaining recorded variables.
DOI: 10.17632/56sgvzvhvc
title: Nanoindentation-SIMS_datasets_GRL

description: The files included in this dataset contains the results of SIMS analyses and spherical and Berkovich nanoindentation experiments performed on natural quartz grains and discussed in the paper "Strength of dry and wet quartz in the low-temperature plasticity regime: insights from nanoindentation" (submitted to Geophysical Research Letters).
DOI: 10.17632/8zz3krw26s
title: Architect role models in professional practice: A systematic literature review

description: A systematic literature review has been conducted to obtain a summary of content and gaps on the topic of architect role models in professional practice.
DOI: 10.17632/c7rwzpx3ps
title: PREDICTION OF ADMISSION AND JOBS TRENDS IN THE FIELD OF ENGINEERING AND TECHNOLOGY, PHARMACY AND MANAGEMENT BASED ON THE DEMOGRAPHIC LOCATION

description: AICTE-approved colleges all throughout India provided the data for the academic years 2013–2021 (India's state–by–state admission and placement statistics). The course name, state, year, institution type, enrollment, placement, and graduation rates were among the twelve variables taken into account. After handling missing values, there were between 1700 and 2000 samples in the raw data set. Two indicators for prospective enrolment and placement levels in the upcoming school year were created by algorithms..
statistics on AICTE-approved colleges in Gujarat for management, engineering, and technology programs was gathered from 2015 to 2021 (Gujarat district-level statistics for admission and placement). Eight factors, including admissions and placements for both public and private colleges in each area, were included in the data. Two predictors for possible enrolment and placement levels for the following year were generated using algorithms. A group-by-group study of the original data set's 5000–5500 samples resulted in a reduction of 1700–1000 samples. To predict enrollment and placement for certain districts, courses, and branches, the data may be used.
statistics on government-approved startup firms in India were gathered (State-wise statistics for new startup companies) between 2016 and 2022, taking into account seven factors. A group-by-group study of the number of firms in each state and year decreased the data set's approximately 55,124 raw samples to an estimated 133,697. When projecting future company growth, the output offered information on the number of enterprises that had been founded in a certain industry and state. 
Data on particular student information, including names, enrolment, and areas like engineering, technology, and textiles, were gathered from LD Institute and are included in the set of data for the institutional study. The appropriate company of placement and the graduation year were included in the data set.
DOI: 10.6084/m9.figshare.10333529.v1
title: Eurostat data for immigrants integration (2010-2017)

description: These data covers indicators from the immigrants integration, from the Zaragoza Declaration indicators (2010). It includes data about social inclusion, employment, education and acquistion of citizenshp by foreigners in 10 selected countries of the European Union.
DOI: 10.6084/m9.figshare.11894637.v2
title: naive T cell single-cell RNA-seq, raw counts and annotation

description: naive CD4 and CD8 T cell single-cell RNA-sequencing data from human samples, both raw counts, generated by cellranger, and cell's sample annotations, generated with Demuxlet.
DOI: 10.6084/m9.figshare.16566336.v1
title: Sulfur isotopic signature of Earth established by planetesimal volatile evaporation

description: All new data associated with the paper entitled "Sulfur isotopic signature of Earth established by planetesimal volatile evaporation.
DOI: 10.6084/m9.figshare.22591375.v1
title: High-resolution long-term average groundwater recharge in Africa estimated using random forest regression and residual interpolation

description: This dataset consists of a set of maps of groundwater recharge for Africa at two spatial resolutions: 0.5<strong>°</strong> and 0.1<strong>°</strong>. The maps show long term average annual groundwater recharge in mm per annum relevant to the period 1970 to 2020. The maps were created using different versions of random forest models, and were based on a database of recharge sample points compiled by MacDonald et al. 2021. At 0.5<strong>°</strong>, three map variants are available, generated using the following models: random forest, random forest with residual kriging, and random forest trained on an extended observational dataset (including zero-recharge sample points). At 0.1<strong>°</strong>, three variants are available: random forest and random forest with residual kriging, as well as an additional map generated using a linear mixed model (replicating results by MacDonald et al. 2021 at a higher resolution). All maps are in the form of a georeferenced TIFF.
DOI: 10.6084/m9.figshare.23671647.v7
title: The landscape of abiotic and biotic stress-responsive splice variants using RNA-seq datasets in hot pepper

description: <b>1.</b><b>Overview of the pepper transcriptomes used in this study.</b><b>2.Quality assessment of raw read preprocessing on 132 raw RNA-seq datasets from </b><b><i>C. annuum</i></b><b> infected with </b><b><i>P. capsici</i></b><b>, TMV-P2, Xag8ra, Xcv1, and Xcv3.</b> (a-e) Quality scores of reads for <i>P. </i><i>capsici</i>, TMV-P2, Xag8ra, Xcv1 and Xcv3, respectively. <i>X</i>-axis represents mean sequence quality (Phred score) and y-axis represents read counts. (f-j) Graphs for quality scores per position. The <i>x</i>-axis represents the position (bp), and the <i>y</i>-axis Phred score.<b>3</b><b>.</b><b>P</b><b>rincipal </b><b>components analysis (PCA) for RNA-seq datasets infected with biotic stressors in hot pepper. </b>PCA plots with normalized data of (a) <i>P. </i><i>capsici</i><i>; </i>(b) TMV-P2; (c) Xag8ra; (d) Xcv1; (e) Xcv3.<b>4</b><b>.</b><b>P</b><b>roportion of alternative splicing events detected in hot pepper under different conditions. </b>The graphs indicate the number of alternative splicing events in response to biotic and abiotic stressors, tissues and signaling molecules. Blue, exon skipping (SE); yellow, intron retention (RI); light grey, mutually exclusive exons (MXE); green, alternative 5’ splice site (A5SS); pink, alternative 3’ splice site (A3SS).<b>5.Statistical summary of mapping rates</b>:Information about mapping rates for 425 RNA-seq datasets<br><b>6.Information of AS events results</b>: Information of AS events under environmental stressors, tissues, and signaling molecules.<br><b>7</b><b>. The list of AS gene, DAS gene, and description of DAS gene</b>Sheet 1: AS gene listSheet 2: DAS gene listSheet 3: DAS gene descriptionSheet 4: AS type information of DAS gene<br><b>8.Distribution of AS types in DAS genes under four intersection set</b>Sheet 1 (Abio&Biotic&Tissue&Phytohormone): Distribution of AS types in DAS genes under ABTS intersection setSheet 2 (Abiotic&Biotic&Tissue): Distribution of AS types in DAS genes under ABT intersection setSheet3 (Abiotic&Tissue): Distribution of AS types in DAS genes under AT intersection setSheet4 (Biotic&Tissue): Distribution of AS types in DAS genes under BT intersection set<br><b>9.Code availability. zip</b>: <b>1. Annotated gene_filtering.pl</b> - Filtering code of transcripts containing two or more annotated genes: <b>2. Stop codon_filtering.pl </b>- Filtering code of transcripts that didn't have a stop codon: <b>3. AS_counting code.pl</b> - code for counting the number of AS: <b>4. </b><b>DAS_gene_counting code.pl</b> - code for counting the DAS genes
DOI: 10.6084/m9.figshare.24631731.v2
title: The field data of natural forest and planted forest

description: The field data of natural forest and planted forest
DOI: 10.6084/m9.figshare.25058582.v1
title: Animals used in all studies and animal weights

description: List of animals used in each experiment and animal weights.
DOI: 10.6084/m9.figshare.27210297.v2
title: <b>ChemoPrediction_CIN</b>

description: Input data for running the code in https://gitfront.io/r/bhernando/ZjpECJctx4zE/ChemoResistantPredictionCIN/
DOI: 10.17632/c4n7hcgggj
title: A possible origin of the lunar Mg-spinel-bearing lithologies as told by the meteorite NWA 13191

description: This dataset includes detailed compositions of plagioclase, melt, spinel, olivine, and pyroxene in different types of clasts analyzed by EPMA, whole-rock major and single-mineral trace element compositions, and Raman spectroscopy data.
DOI: 10.17632/kn72vrxxy7
title: Raw chromatogram files of honey samples analyzed by GC-MS/QqQ

description: Raw files of the chromatograms of honey samples recorded by GC-MS/QqQ. The honey samples were sampled in Central Italy.
DOI: 10.6084/m9.figshare.1008029.v1
title: TNO Image Fusion Dataset

description: The TNO Image Fusion Dataset contains nultispectral (intensified visual, near-infrared, and longwave infrared or thermal) nighttime imagery of different military relevant scenerios, registered with different multiband camnera systems. The different camera systems used to register this imagery are respectively Athena, DHV, FEL, and TRICLOBS. Imagery recorded with these systems are stored in folders labeled with the corresponding camera system name. Information on the registration conditions and the respective camera systems is included in the REFRENCES sections in each of the folders. The images can freely be used for research purposes, and may be used in publications without prior notice, provided proper credit is given to the owner (TNO, Soesterberg, The Netherlands) and this figshare dataset is properly referenced.
DOI: 10.6084/m9.figshare.26089368.v1
title: HiGTS_2022s1

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2022s1 contains the data from January 1, 2022 to March 31, 2022.
DOI: 10.6084/m9.figshare.3567057.v1
title: Supplement 1. WinBUGS code used to generate all of the results presented in the tables.

description: File List programs.txt -- text file containing all of the WinBUGS programs Description The file programs.txt contains the WinBUGS code used to generate all of the results presented in the tables in the main article.
DOI: 10.6084/m9.figshare.5113996.v3
title: Prunus avium chorology

description: Distribution map of wild cherry (<i>Prunus avium</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.6084/m9.figshare.7507595.v1
title: Classification of forest types using artificial neural networks and remote sensing data

description: Abstract This study classified forest types using neural network data from a forest inventory provided by the "Florestal e da Biodiversidade do Estado do Pará" (IDEFLOR-BIO), and Bands 3, 4 and 5 of TM from the Landsat satellite. The information from the satellite images was extracted using QGIS software 2.8.1 Wien and was used as a database for training neural networks belonging to the software tools package MATLAB(r) R2011b. The neural networks were trained to classify two forest types: Rain Forest of Lowland Emerging Canopy (Dbe) and Rain Forest of Lowland Emerging Canopy plus Open with palm trees (Dbe + Abp) in the Mamuru Arapiuns glebes of Pará State, and were evaluated in terms of the indicators confusion matrix, overall accuracy, the Kappa coefficient, and the receiver operating characteristics chart (ROC). The best result of classification was obtained by the probabilistic neural network of radial basis function (RBF) newpnn, with an overall accuracy of 88%, and a Kappa coefficient of 76%, showing it to be a very good classifier, and demonstrating the potential of this methodology to provide ecosystem services, particularly in anthropogenic areas in the Amazon that adopt agricultural systems with low carbon emissions.
DOI: 10.17632/xsz6d54tjb
title: Supplemental materials for the review "Levothyroxine: Conventional and novel drug delivery formulations"

description: Supplemental materials for the review "Levothyroxine: Conventional and novel drug delivery formulations"
Supplementary figure 1. The flow chart of literature selection.
Supplementary figure 2. The risk factors of poor compliance. Although the percentages of poor adherence varied in different studies, on average, the percentage of poor adherence based on the Modified Morisky Adherence Scale is estimated to be ~30%, medium adherence ~40% and high adherence ~30%. The Figure was partly generated using illustrative elements from Servier Medical Art, provided by Servier, licensed under a Creative Commons Attribution 3.0 unported license. The figure was not cited in the review. It should been cited in Section 3.4 Paragraph 2.
Supplementary table 1. Summary of clinical studies evaluating the bioavailability of liquid LT4 and soft gel capsule in cases with interfering factors.
Supplementary table 2. Summary of application of nanomaterials in the drug delivery of levothyroxine.
DOI: 10.6084/m9.figshare.13928252.v1
title: Mitochondrial gene dataset files for: Gregarine single-cell transcriptomics reveals differential mitochondrial remodeling and adaptation in apicomplexans

description: Datasets and trees for inferring mitochondrial metabolism. The directory for each gene includes the initial dataset of all potential sequences considered, and the final dataset and aligned dataset used for tree reconstruction, the tree used to infer presence of the gene in each taxon, a colored version of the tree where apicomplexan homologs are highlighted, a fasta file containing all inferred apicomplexan homologs, and the results from subcellular localization analyses completed in TargetP and DeepLoc.
DOI: 10.6084/m9.figshare.20652256.v1
title: Additional file 1 of A novel theatre-based behaviour change approach for influencing community uptake of schistosomiasis control measures

description: Additional file 1: Text S1. Qualitative interviews and focus group discussions topic guide and questions. Text S2. Acting for Health methodology. Table S1. Intervention workshop cohort and drama and film audience survey responses. Table S2. Emergent themes and narrative quotations from formative qualitative findings. Table S3. Quantitative questionnaire survey results for baseline and post intervention for Tanzania. Table S4. Quantitative questionnaire survey results for baseline and post intervention for Ethiopia.
DOI: 10.17608/k6.auckland.25506691.v1
title: HVN Natural Protection of Milk Metadata Record

description: This metadata record and it's attached files make statements about the kinds of data collected as part of this research, and set out policies for governance of that data, now and in the future.<b>Description:</b> Miraka, in partnership with AgResearch, is developing products that are safe to consume and retain the natural traits of unprocessed milk to deliver added health benefits to the consumer.In this project, researchers at AgResearch identified a pre-clinical gastrointestinal model for demonstrating that a dietary component in early life could reduce the risk of allergy development. This model was used to research mechanisms by which unprocessed milks elicit a reduction in allergy development, along with identifying potential biomarkers that can be used in human clinical trials to assess prototype products.The research demonstrated that drinking raw farm milk modulates local and systemic immune responses differently compared with consuming standard commercially processed milk.
DOI: 10.17632/m6pbpkk3sw
title: Dataset collected to evaluate the usage of web-based discussion in teaching and learning organic chemistry in the selected Rwandan secondary schools

description: This dataset was compiled as part of a study aiming to evaluate the influence of the utilization of web-based discussions on students’ conceptual understanding and interaction in organic chemistry in the selected Rwandan secondary schools. This dataset reports data on the usage of web-based discussion in teaching organic chemistry. The data includes various metrics on current usage, teachers' skills, and perceptions of the use the web-based discussion in teaching organic chemistry. By providing this dataset, we hope to contribute valuable insights into the integration of digital tools in educational environments and foster further research in the field of educational technology, particularly chemistry education.
DOI: 10.17632/xh9x9wxj9h
title: Data for: Techno-Economic Assessment of Energy Storage Systems using Annualized Life Cycle Cost of Storage (LCCOS) and Levelized Cost of Energy (LCOE) Metrics
DOI: 10.6084/m9.figshare.11662914.v1
title: Hexavalent chromium and stomach cancer: a systematic review and meta-analysis

description: Hexavalent chromium [Cr(VI)] is known to cause lung cancer in workers of certain industries, but an association with stomach cancer is uncertain and widely debated. Systematic review and meta-analyses were conducted to assess the risk of stomach cancer mortality/morbidity in humans and experimental animals exposed to Cr(VI). In accordance with the protocol (PROSPERO #CRD4201605162), searches in PubMed and Embase<sup>®</sup>, and reviews of secondary literature bibliographies, were used to identify eligible studies. Critical appraisal of internal validity and qualitative integration were carried out using the National Toxicology Program’s Office of Health Assessment and Translation (OHAT) approach; meta-analyses were conducted based on the occupational data (the only data suitable for quantitative assessment). Forty-seven publications (3 animal, 44 occupational, 0 non-occupational) met the eligibility criteria. Stomach cancer was only observed in one high risk of bias animal study, and in the low risk of bias studies no stomach cancer was observed. Thus, confidence in this evidence base is high. Environmental epidemiology studies did not meet eligibility criteria because exposure and outcome were not measured at the individual level. Meta-analyses of human data resulted in overall meta relative risks of 1.08 (95% CI: 0.96–1.21) including all studies and 1.03 (95%CI: 0.84–1.26) excluding studies associated with the highest risk of bias. Because most occupational studies have high risk of bias for confounding and exposure domains, the overall confidence in this evidence base is low to moderate. Combining the streams of evidence per the OHAT approach, Cr(VI) does not pose a stomach cancer hazard in humans.