cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8vpwwh8th5
title: gpuSPHASE—A shared memory caching implementation for 2D SPH using CUDA (new version announcement)

description: Smoothed particle hydrodynamics (SPH) is a meshless Lagrangian method that has been successfully applied to computational fluid dynamics (CFD), solid mechanics and many other multi-physics problems. gpuSPHASE is a graphics processing unit (GPU) accelerated solver for 2D SPH simulations that is optimised for relatively small numbers of particles but long physical simulation times as required to solve transport phenomena in process engineering applications. The software aims at a low latency execution pipeline with thousands of iterations per second on contemporary GPU accelerator cards, while using symplectic time integration for long term stability of the simulations. For this, a novel caching algorithm for CUDA shared memory is proposed and implemented. gpuSPHASE is validated against SPHERIC test cases and the performance is evaluated and compared to state of the art implementations of the SPH method.
DOI: 10.6084/m9.figshare.28546655.v1
title: PPO Traffic Control Output

description: This dataset presents SUMO simulation results from a study employing a Proximal Policy Optimization (PPO) reinforcement learning model for dynamic traffic signal control at a single intersection. The simulation, set in a mixed traffic environment, integrates diverse vehicle types and realistic traffic patterns to train an intelligent controller. The PPO model utilizes state information such as vehicle counts, waiting times, and signal phases, optimizing the traffic flow by reducing waiting times, minimizing queue lengths, and increasing throughput. This concise output offers valuable insights for researchers exploring adaptive traffic management and intelligent transportation systems in urban environments with promising performance results.
DOI: 10.17632/5p3whbjbry
title: Summary of RNA-seq data with statistics.

description: The spreadsheets include pairwise comparisons of gene expression levels under specified conditions. Abbreviations used are as follows: PV for Parvalbumin; Sst for Somatostatin; CFC for Contextual Fear Conditioning; PTZ for Pentylenetetrazol; WT for wild type; cKO for conditional Nr4a1 knockouts; and HC for home cage.
DOI: 10.17632/9jnf2jvghy
title: Caries-Spectra: A dataset of Enamel Caries

description: This dataset comprises a diverse collection of low-resolution images featuring two types of dental caries along with a category that represents no caries. Carefully selected from different patients, these caries offer a comprehensive and varied representation. The images were sourced from several medical clinics from Rajshahi and Dhaka, Bangladesh, spanning the time period from 2021 to 2022. Functioning as a valuable visual resource, the dataset provides a detailed portrayal of the distinctive characteristics of these caries, facilitating accurate classification. It is divided into two specific categories: Advanced Enamel Caries (800 images) and Early Stage Enamel Caries (800 images), and No Enamel Caries (400 images) totaling 2000 original JPG images. The dataset is organized into three sub-folders: "AdvanceEnamel_Caries" and "EarlyStageEnamel_Caries, and "NoEnamel_Caries".
DOI: 10.17632/hbs7pm7yhb
title: Parallel-machine scheduling problem with periodic maintenance, job rejection and weighted sum of completion times

description: Parallel-machine scheduling problem with periodic maintenance, job rejection and weighted sum of completion times. Read the file READ-ME.txt first.
DOI: 10.4121/16729888.v1
title: Google Earth Engine files for groundwater recharge in Kumasi

description: Datasets for running Google Earth Engine (GEE) script to estimate groundwater recharge in Kumasi, Ghana. This uses a water-balance approach using satellite datasets to estimate water-balance components, ultimately groundwater recharge. The script has been created as part of the MSc thesis 'Sustainability of groundwater resources in Kumasi, Ghana', which can be found in the TU Delft education repository. <br><i>'README.txt'</i> contains the scripts and how to run them. Files attached here are required to run the groundwater recharge model for Kumasi.
DOI: 10.6084/m9.figshare.19661235.v5
title: Compilation of geochemical data from surface soil samples from China

description: 1. This file is a supplement to the manuscript “Modern silicate weathering regimes across China revealed by geochemical records from surface soils” by Guo et al. (2022, Journal of Geophysical Research: Earth Surface). 2. This file compiles bulk and fine fraction (&lt;2 μm) samples datasets, and the corresponding references. 3. Outliers with a low value are surrounded by features with high values (LH) and those with a high value are surrounded by features with low values (HL), at the 95% confidence level. The outliers were excluded from the kriging interpolation. 4. Meteorological data are generated using ArcGIS 10.2 and the spatial statistics and analytical methods described in section 2.4, using long-term (1961–2010) climate data. 5. Data of the time-averaged shear-wave velocity in the upper 30 m (Vs30) in China are from https://earthquake.usgs.gov. 6. Lithological data for China are from https://doi.org/10.1594/PANGAEA.788537. 7. Empty cells for MAP, MAT, MAP/PET, Vs30 and Lithology correspond to no data for discussion due to exclusion of CIA outliers. It also avoids the potential effects of the CIA outliers on discussion. 8. Instrumental analyses include X-ray fluorescence (XRF), Atomic Absorption Spectroscopy (AAS), Inductively Coupled Plasma-Atomic Emission Spectrometry (ICP-AES), Inductively Coupled Plasma Optical Emission Spectrometry (ICP-OES), and Inductively Coupled Plasma Mass Spectrometry (ICP-MS). 9. If you plan to use the compiled dataset in this file, please cite the paper of Guo et al. (2022, Journal of Geophysical Research: Earth Surface). <br>
DOI: 10.6084/m9.figshare.21509817.v1
title: The assembly and annotation files of microTom

description: we established a comprehensive database and website with genomic, transcriptomic, and metadata on microTom, which should be of great value to those who wants to adopt microTom as a model plant for research.
DOI: 10.6084/m9.figshare.24921882.v1
title: 20240101_starrydata2

description: All data on Starrydata2, a database of experimental properties in the field of inorganic materials
DOI: 10.6084/m9.figshare.26343874.v1
title: <b>Vegetation restoration in the coarse-textured soil area is more conducive to the accumulation of Fe-associated C</b>

description: This dataset presents plant and soil (0-60 cm) data from cropland, grassland, shrubland, and forestland in three regions: Changwu (loam soil), Yan'an (loess soil), and Shenmu (sandy soil). The plant and soil data are located in files named “data-plant” and “data-soil” respectively, in XLSX format. These data were obtained through field sampling surveys and subsequent laboratory analyses. They are used to investigate the influence and mechanisms of vegetation recovery on soil iron-associated organic carbon content across different soil types. The results showed that soil Fe-associated C proportion in the study area ranged from 2.2% to 26.3%. Surface soil (0-20 cm) Fe-associated C content in loess and sandy soils increased following vegetation restoration, but decreased in loam soil. The accumulation efficiency of soil Fe-associated C during vegetation restoration was higher in coarser soils. Moreover, the Fe-associated C content and proportion of forestland with a higher soil organic matter (SOM) pool were the highest among the land use types. Vegetation restoration affects soil Fe-associated C in two different ways: (1) increasing the SOM and dissolved organic C and improving the efficiency of C and Fe binding to promote the accumulation of Fe-associated C; (2) decreasing the total soil Fe content, reducing the trivalent iron (Fe(III)) to bivalent iron (Fe(II)), and breaking the binding of C and Fe to decrease soil Fe-associated C content, and these two different ways were found in all three soil types. Additionally, higher SOM accumulation efficiency and less root destruction caused by vegetation restoration in coarse soils resulted in a higher Fe-associated C accumulation efficiency. Vegetation and soil type strongly regulated the effects of vegetation restoration on soil Fe-associated C. Forestlands may be the optimum vegetation type to provide soil C sequestration benefits, effectively increasing soil C pool and maximising Fe-associated C content. This study has addressed the knowledge gap regarding the effects of vegetation restoration on soil Fe-associated C and provides scientific basis for a better understanding of the soil C cycle and developing scientific vegetation restoration measures.
DOI: 10.6084/m9.figshare.28254569.v1
title: envi_araca.csv

description: Available data:nema_araca.csv: species abundance dataenvi_araca.csv: environmental datacoords_araca.csv: spatial coordinatesfactors_araca.csv: factor data
DOI: 10.6084/m9.figshare.28646687.v3
title: ChinaCP-Wheat10m

description: ChinaCP-Wheat10m: 10-m national-scale wheat Cropping Patterns distribution map in China
DOI: 10.6084/m9.figshare.28715624.v2
title: Swissprot annotation

description: <b>Swiss-Prot protein database (release 2024-07-24) </b><b>for 25 grassland plant species.</b><br><b>Species list:</b>Species_code Species_nameGerPra Geranium pratenseLeuVul Leucanthemum vulgare agg.TriFla Trisetum flavescensLotCor Lotus corniculatusCreBie Crepis biennisBelPer Bellis perennisDauCar Daucus carotaPruVul Prunella vulgarisTriPra Trifolium pratensePriVer Primula verisHolLan Holcus lanatusAloPra Alopecurus pratensisGalMol Galium mollugo agg.KnaArv Knautia arvensisMedVar Medicago x variaPlaLan Plantago lanceolataLuzCam Luzula campestrisVerCha Veronica chamaedrysArrEla Arrhenatherum elatiusTriDub Trifolium dubiumLatPra Lathyrus pratensisVicCra Vicia craccaRanAcr Ranunculus acrisPlaMed Plantago mediaAjuRep Ajuga reptans<br><br><b>Analyse pseudo code:</b>### blast annotationdatabase="path/to/swissprot.fasta"for i in {01..25}; do# the number corresponding to a particular speciesblastx -query path/to/BMK230426-BJ202-01P000$i.flnc.clustered.isoforms.fa -db $database -out BMK230426-BJ202-01P000${i}.blasx -evalue 1e-5 -outfmt "6 qseqid sseqid pident length mismatch gapopen qstart qend sstart send evalue bitscore qlen slen" -num_threads 16 -max_target_seqs 1done
DOI: 10.6084/m9.figshare.28916324.v1
title: Data and code for wetland plant elemental homeostasis

description: The dataset shows the raw data for the paper ' Plant elemental homeostasis enhances species performance and community functioning in wetlands: looking beyond nitrogen and phosphorus', and contains a series of stoichiometric traits at the species and community levels, and community biomass of wetalnd plants.<b>**data and code for wetland plant elemental homeostasis**</b>Sheet 1, named "Metadata" contains a detailed description of the abbreviations that appear in the dataset.Sheet 2, named "species-level stoichiometry", we have a 1059*35 matrix, represents the data at the species-level in the analysis of this study;Sheet 3, named "community-level stoichiometry", we have a 225*34 matrix, represents the data at the community-level in the analysis of this study;Sheet 4, named "element_homeostasis_variation ", represents the concentration, coefficient of variation and homeostasis coefficient of 16 elements at the species and community levels;Sheet 5, named "species_H_performance", includes regional abundance, dominance, biomass, stability, elemental concentration and elemental homeostasis coefficient of 12 common species;Sheet 6, named "community biomass-homeostasis", includes community biomass, community-weighted mean (CWM) elemental concentration, elemental homeostasis coefficient and environmental factors at plant community level.
DOI: 10.17632/2mxnmyfx8x
title: Findings: Strand Two of the PhD study “Emerging Forms of Learning, Future Skills”

description: This is a Summary Report of PhD research study Future Schooling and Futures Thinking: Emerging Forms of Learning, Future Skills Educational and Schools’ Leaders Perspectives. 
In strand two of the PhD research study, the researcher sought to identify the "forces of change," their impact, and the challenges they provide for the future of work and education as seen by Western Australian school leaders and teachers.
It also sought to explore how Western Australian schools are preparing their students for future environments and what learning and teaching may look like in schools of the future.
DOI: 10.17632/pymtdhfzbj
title: Induction Motor-Thermal Images

description: Dataset comprising 488 high-resolution thermal images of induction motors captured under varying operational conditions: no, medium, and full load. The dataset includes motors with both healthy and faulty bearings, resulting in six distinct operational states: Healthy Full Load (HFL), Healthy Medium Load (HML), Healthy No Load (HNL), Corroded Full Load (CFL), Corroded Medium Load (CML), and Corroded No Load (CNL). Distributed as 112 for HFL, 82 for HML, 90 for HNL, 49 for CFL, 79 for CML, and 76 for CNL. Images were captured using a FLIR C5 thermal camera, offering a thermal resolution of 160 × 120 pixels and a temperature detection range of -20°C to 400°C.
DOI: 10.17632/xmp29vsb5d
title: Bullshit and credibility

description: The Effect of Source Credibility on Bullshit Receptivity: Data for Pilot, Study 1 and Study 2
DOI: 10.6084/m9.figshare.21506229.v3
title: Source data for "Single planar photonic chip with tailored angular transmission for multiple-order analog spatial differentiator"

description: This Source Data file provides the corresponding simulated and experimental data files for the figures in the main text of the paper " Single planar photonic chip with tailored angular transmission for multiple-order analog spatial differentiator", including the data within Fig. 1, Fig. 2, Fig. 3, Fig. 4, Fig. 5 and Fig. 6.
DOI: 10.6084/m9.figshare.23694300.v1
title: Arctic_surface_data_all_pub.xlsx

description: Data for all samples
DOI: 10.6084/m9.figshare.24470701.v1
title: Dados e Análises do Estudo

description: Dear Sirs,We would like to clarify that the data available in this folder isIn this folder, you will find the following components:<b>Data:</b> This directory contains the data collected during the course of our research, as well as the analyses resulting from this data. Here, we provide ready-to-use information and the analyses that served as the basis for the results presented in our article. The provision of these resources aims to promote the replicability of our results and allow for further investigations.<b>Analyses:</b> In this section, we provide the scripts and source code used for conducting the analyses. These scripts played a fundamental role in obtaining the results mentioned in the article. Researchers interested in reproducing our methodology can use<b>Supplementary Material:</b> Here, we include any additional material that may be relevant forWe are committed to ensuring the integrity and accessibility of the dataWe appreciate your interest in our work and hope that these resources prove valuable toSincerely,ClaraBachelorClarasalomao2015@gmail.com<br>
DOI: 10.6084/m9.figshare.8226311.v2
title: MF3D R1 Identities

description: The Identities subset of the MF3D R1 stimulus set consists of 10,941 color images (3840 x 2160 resolution in .png format) and an equal number of indexed label map images (.hdr format). The images have been divided by facial distinctiveness levels into .zip folders for online hosting, each containing 1365 images (except for SD0 which contains just 21 images for the sample average face). <br>The accompanying spreadsheet (.csv file) lists the filenames of all images in this set and the macaque avatar parameters used to generate each image. The images can be easily selected, loaded, edited and saved using the Matlab graphical user interface and other tools provided in the MF3D GitHub repository: https://github.com/MonkeyGone2Heaven/MF3D-Tools<br>For more details on how and why the stimuli were generated, please see the associated paper: Murphy AP & Leopold DA (2019) https://doi.org/10.1016/j.jneumeth.2019.06.001<br>
DOI: 10.6084/m9.figshare.8361860.v1
title: ECGData.zip

description: The newly inaugurated research database for Electrocardiogram (ECG) signals, which was created under the auspices of Chapman University and Shaoxing People's Hospital (Shaoxing Hospital Zhejiang University School of Medicine), aims to conduct the study of cardiovascular biomedical signals via extensive computer simulations. Certain types of cardiovascular conditions, such as atrial fibrillation, have wide and severe impact on public health, quality of life, and medical expenditures. The non-invasive test, the long term ECG monitor is a major and vital diagnosis tool for detecting such conditions. However, such practice generates considerable amount of data, and presents itself as very challenging since analyzing by experts in the field can be dramatic consumption of time and cost. As such, obtaining the correct and most efficient diagnosis algorithm is of great important to public health. Thanks to the development of modern machine learning and statistical analysis, the more data with creditable labels are available, the better algorithm will be achieved. Thus, we propose this dataset contains 10,646 patients 12-lead ECGs with 500 Hz sampling rate and including 11 common rhythms and 67 conditions, which are labeled by professional experts. The dataset can be widely applied for artificial intelligence or machine learning algorithm research, arrhythmia and other cardiovascular conditions analysis, biomedical signal study, and cluster or classification statistical study.
DOI: 10.6084/m9.figshare.8795084.v1
title: Phenotypic data

description: African soybean phenotypic data for SNF
DOI: 10.6084/m9.figshare.1136057.v2
title: Data accompanying Timmins-Schiffman et al. 2013

description: These 3 files are the source data for Table 1 and Figures 3, 4, and 5 in Timmins-Schiffman et al. 2013 Elevated pCO2 causes developmental delay in early larval Pacific oysters, Crassostrea gigas, published in Marine Biology (doi 10.1007/s00227-012-2055-x). Table 1: Salinity, total alkalinity (AT), and spectrophotometric (spec) pH are point measurements taken each day. Partial pressure of CO2, carbonate saturation, and carbonate ion concentration were calculated from spec pH and AT. Mean and standard deviation (u ± SD) for the following parameters are given for all 3 days: temperature, salinity, AT, pH, pCO2, and carbonate ion concentration. Data for Fig 3: Number of larvae scored as calcified, uncalcified, or partially calcified are given for different replicates (jars) for the two time points (24 and 72 hours post-fertilization) and different pCO2 conditions (400, 700, or 1000 µatm). Data for Figs 4 and 5: Each cell represents a measurement for an individual larva. Column headers are formatted [measurement type][pCO2].[day measurement taken], i.e. height400.day1 contains data for larval shell height from the 400 uatm treatment on day 1 post-fertilization. Data are for shell height and depth, pCO2 of approximately 400, 700, and 1000 uatm, and days 1 and 3 post-fertilization. Data for Fig 6: Data were plotted for individual oysters with measurements of both shell height and hinge length. Columns have data for day post-fertilization, pCO2 (in uatm), DayTreatment combined factor, hinge length, and shell height. Each row contains data for a single oyster larva.
DOI: 10.6084/m9.figshare.12441530.v1
title: Additional file 3 of A comprehensive systematic review of CSF proteins and peptides that define Alzheimer’s disease

description: Additional file 3: Table S3. Proteins showing inconsistent changes in AD samples. $ proteins which are abundant in the CSF of healthy individuals [18]. Component CO4A and CO4B are indicated as A and B respectively.
DOI: 10.6084/m9.figshare.22746839.v1
title: Acquired signals for station 52011

description: compressed archive with {measurmentId}.npy files from contacless method for detecting partial discharges in xlpe cc power transmission lines
DOI: 10.6084/m9.figshare.26992225.v1
title: Additional file 5 of BORIS/CTCFL epigenetically reprograms clustered CTCF binding sites into alternative transcriptional start sites

description: Additional file 5: Supplementary Table S4. A list of pathways deregulated upon ectopic BORIS expression in NIH3T3 cells.
DOI: 10.6084/m9.figshare.28906790.v1
title: export paleointensity.org

description: export file of paleointensity.org of the BTB13 core
DOI: 10.6084/m9.figshare.20057300.v1
title: Twitter follower-followee graph, labeled with benign/Sybil

description: A Twitter follower-followee graph with 269,640 nodes and 6,818,501 edges from [Kwak], and we obtain the ground truth labels from [SybilSCAR]. Among them 178377 are benign and 91263 are Sybil. We divide 9000 Sybil and 17000 benign users (about 10%) from them as the training set and test on the overall social graph. <br> H. Kwak, C. Lee, H. Park, and S. Moon, “What is twitter, a social network or a news media?” in WWW, 2010 B. Wang, L. Zhang, and N. Z. Gong, “SybilSCAR: Sybil detection in online social networks via local rule based propagation,” in IEEE INFOCOM, 2017.
DOI: 10.17632/cm9h5g2m63
title: AAD Guidelines on comorbidities associated with atopic dermatitis in adults

description: Background: Studies found associations between atopic dermatitis (AD) and many comorbidities.

Objective: To appraise evidence of the association between AD and comorbidities among adults.

Methods: Our multidisciplinary work group conducted a systematic review of the association between AD and selected comorbidities. We applied the GRADE for prognosis approach for assessing the certainty of the evidence, providing statements of association based on the available evidence. 

Results: Analysis of the evidence resulted in 32 statements. Clear evidence of the association of AD in adults and select allergic, atopic, immune-mediated, mental health, bone health, and skin infections was identified. There is some evidence supporting an association between AD and substance use, ADHD, and elements of metabolic syndrome. Evidence suggests a small association with various cardiovascular conditions. The association between AD in adults and autism spectrum disorders, myocardial infarction, stroke, and metabolic syndrome is uncertain.

Limitations: This analysis is based on the best available evidence at the time it was conducted. This guideline does not make recommendations for screening or management of comorbidities in adults with AD.

Conclusions: Clinicians should be aware of comorbidities associated with AD. Further research is needed to determine whether screening or management of comorbidities is beneficial for adults with AD.
DOI: 10.17632/pbmz29tw47
title: Nurses’ Knowledge, Skills and Preparedness for Disaster Management of a Megapolis

description: Dataset of Nurses’ Knowledge, Skills and Preparedness for Disaster Management of a Megapolis (n=410)