cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8z7r3c57bn
title: Data for: The Changing Virtual Water Trade Network of the European Electric Grid

description: The supplemental information provides supporting figures comparing the virtual water trade of food and electricity in Europe. Additionally, we provide a description of the contents in File S1, which contains data necessary for reproducing the figures in the manuscript, "The Changing Virtual Water Trade Network of the European Electric Grid" by Christopher M. Chini and Ashlynn S. Stillwell.
DOI: 10.17632/kbrprbvtjw
title: Lattice Boltzmann velocity fields dataset

description: The dataset for geometrical learning of flows. The dataset is composed of 300 Lattice-Boltzmann simulations of the flow with different boundary conditions. Sample was generated via PoreSpy. Inflow boundary condition described in the paper.
DOI: 10.6084/m9.figshare.11534547.v1
title: Diet, hypoxia, and exercise

description: Fifteen participants performed two exercise performance test trials following either 4 days of an alkalizing (BASE) or acidizing (ACID) diet in normoxia and after 12 h of normobaric hypoxic exposure.<br>
DOI: 10.17632/686cx6xzrw
title: Nailfold capillary abnormalities: a predictor of psoriatic arthritis?

description: Supplementary tables and research protocol for The Journal of Dermatology Research Letter submission: Nailfold capillary abnormalities: a predictor of psoriatic arthritis?
DOI: 10.6084/m9.figshare.12449654.v1
title: Raw Data Spreadsheets

description: Acute Respiratory Distress in Aged, SARS-CoV-2 Infected African Green Monkeys but not Rhesus Macaques
DOI: 10.6084/m9.figshare.16786138.v1
title: Logging effects outweighed fire weather effects to promote crown fire in treated areas of the 2019–20 Australian forest fires

description: R Script associated with "<b>Logging effects outweighed fire weather effects to promote crown fire in treated areas of the 2019–20 Australian forest fires</b>" analysis, determining the relative importance of various drivers of fire severity in the 2019/2020 Australian east coast wildfires.
DOI: 10.6084/m9.figshare.19424807.v1
title: Pretrained Chromoformer weights

description: Pretrained weights for Chromoformer models. Models were individually trained for 11 cell types from Roadmap Epigenomics Project. For each cell type, 18955 protein coding genes were divided into four non-overlapping cross-validation (CV) sets, and trained weights for each cross-validation fold is provided in this dataset.<br>The directory is organized firstly by Roadmap Epigenomics cell type (using corresponding EID), and four pytorch checkpoint files (a .pt file for each CV-fold) are placed in each directory.<br>'*.pt' files are basically dictionaries containing pretrained weights as well as some training details associated with the following keys:<br>- 'net' : Pretrained weights- 'optimizer': Status of pytorch optimizer at the time of model snapshot.- 'epoch': Epoch at the time of model snapshot.- 'last_val_loss': Validation loss at the time of model snapshot.- 'last_val_auc': Validation AUC at the time of model snapshot.- 'val_score': Output probabilities for genes in validation set.- 'val_label': True labels for genes in validation set.
DOI: 10.6084/m9.figshare.21444756.v1
title: Metadata of Laccase Utilization in Wastewater Treatment from Scopus Database (1978-2022)

description: This is a .CSV file exported from Scopus database.
DOI: 10.17632/42wzh29xrp
title: COVID-19 NE Dataset

description: COVID-19 Dataset for Correlation Between Early Government Interventions in the Northeastern United States and Peak COVID-19 Disease Burden by Joel Mintz. File Type: Excel Contents: Tab 1 ("Raw")=Raw Data as Downloaded directly from COVID Tracking Project, sorted by date Tab 2-14 ("State Name') = Data Sorted by State Tab 2-14 Headers: Column 1: Population per state, as recorded by latest American Community Survey, maximum (peak) COVID-19 outcome, with date on which outcome occurred. Column 2: Date on which numbers were recorded* Column 3: State Name* Column 4: Number of reported positive COVID-19 tests* Column 5: Number of reported negative COVID-19 tests* Column 6: Pending COVID-19 tests* Column 7: Currently Hospitalized* Column 8: Cumulatively Hospitalized* Column 9: Currently in ICU* Column 10: Cumulatively in ICU* Column 11: Currently on Ventilator Support* Column 12: Cumulatively on Ventilator Support* Column 13: Total Recovered* Column 14: Cumulative Mortality* *Provided in Original Raw Data Column 15: Total Tests Administered (Column 4+Column 5) Column 16: Placeholder Column 17: % of total population tested Column 18: New Cases Per day Column 19: Change in new cases per day Column 20: Positive cases per day per capita in number per/ hundreds of thousands: (Column 18/total population*100000) Column 21: Change in Positive cases per day per capita in number per/ hundreds of thousands: (Column 19/total population*100000) Column 22: Hospitalizations per day per capita in number per/ hundreds of thousands Column 23: Change in Hospitalizations per day per capita in number per/ hundreds of thousands Column 24: Deaths per day per capita in number per/ hundreds of thousands Column 25: Change in Deaths per day per capita in number per/ hundreds of thousands Column 26-31: Columns 20-25 with an applied 5 day moving average filter Column 32: Adjusted hospitalization: (Subtract number of hospitalizations from the initial number of hospitalzations where reporting bean) Column 33: Adjusted hospitalizations per day per capita Column 34: Adjusted hospitalizations per day per capita, with applied 5 day moving average filter
DOI: 10.17632/w7kk9wy2gh
title: Geomorphic Indices

description: We have calculated total seven Geomorphic indices for characterization and investigation of the Dhanaura Range and the Kiarda Dun, Northwestern Himalaya, India
DOI: 10.6084/m9.figshare.12440447.v1
title: The codes and dataset for paper Estimation of Global Horizontal Irradiance in China Using A Deep Learning Method

description: This file includes the dataset and codes as well. All the programs are run on MATLAB, only the trained model and data are provided. The deep learning package used is deebnet (deep belief networks) toolbox in MATLAB and octave v3.2 disclosed by M. A. keyvanrad and M. M. homayounpour, which can be found in http://ceit.aut.ac.ir/~keyvanrad/DeeBNet Toolbox.html DownloadThis test needs to download the software package first.1. Ready to run environment1). Input "addpath ('deebnet ') in the command line window of MATLAB to indicate the introduction of the software package.2). Enter "load ('dbn) on the command line_ for_ ghi.mat '), load the trained deep training model. You will see that three kinds of DBNs correspond to clearday / icecloud / watercloud respectively.2. Only input parameter data after processing is provided. The step of how to convert satellite image into input parameter file is omitted.3. First execute to compute GHI. M and then run convertoraster. M. It is recommended to run the code in blocks instead of directly executing the whole file.See readme and code Notes for details.
DOI: 10.6084/m9.figshare.19448483.v1
title: Dendrolycopodium_obscurum_OGG_draft.fasta

description: A draft genome assembly for Dendrolycopodium obscurum based on Illumina short-read data. <br>
DOI: 10.6084/m9.figshare.29105009.v1
title: [<sup>68</sup>Ga]NOTA-AE105, on-cassette

description: Time List and Cassette Layout for the synthesis of Gallium-68 NOTA-AE105 using an on-cassette protocol with cyclotron produced [<sup>68</sup>Ga]GaCl<sub>3</sub>This labeling method, uses a preformulated reactor and does not require solid phase extraction (SPE) purification after labeling.
DOI: 10.17605/osf.io/zmkhw
title: Comparison of Lateral Raise Variations for Enhancing Deltoid Lateralis Muscle Thickness: Dumbbell vs. Cable in Strength-Trained Individuals

description: This study aims to compare the effects of dumbbell versus cable lateral raises on the thickness of the deltoid lateralis muscle in strength-trained individuals. The hypothesis is that training with cables, which provide a descending resistance profile, will result in a larger increase in muscle thickness compared to training with dumbbells, which offer an ascending resistance profile. The study will involve 20 strength-trained men and women aged 18-40 years, each with a minimum of three years of resistance training experience and training at least twice a week. Participants will undergo a 10-week training program with 8 weeks of resistance training, including two supervised sessions per week. Each session will consist of 5 sets per exercise for the first 4 weeks and 6 sets for the last 4 weeks, with all sets performed to momentary failure. Muscle thickness will be measured using ultrasound at both proximal and distal sites of the deltoid lateralis before and after the intervention. The study design is within-subject, with limbs randomly assigned to either the dumbbell or cable condition. To ensure consistency, participants will not train other shoulder exercises that could influence the results. The study aims to provide insights into the effectiveness of different resistance profiles in hypertrophy training, contributing to optimized training strategies for muscle growth. Data will be openly after the publication to ensure transparency and reproducibility.
DOI: 10.6084/m9.figshare.21395193.v1
title: Data

description: The data for paper " Trajectory Propagation of Symmetrical Quasi-Classical Dynamics with Meyer-Miller Mapping Hamiltonian Using Machine Learning"
DOI: 10.6084/m9.figshare.26359453.v1
title: One-week test-retest stability of heart rate variability

description: Heart rate variability (HRV) is a key indicator of cardiac autonomic function. Given its clinical significance, reliable HRV assessment is essential. This dataset allows the evaluation of test-retest stability of resting HRV in healthy individuals. Fifty participants attended two lab sessions within one week, at the same time of day. In our autonomic laboratory we recorded 15 minutes of ECG to estimate HRV.
DOI: 10.17632/z4hbt5xt9w
title: Data for: The relationship between causal beliefs and desire for social distance towards people with schizophrenia and depression: results from a survey of young Ghanaian adults

description: These are the unlabled case vignettes used in this study. Validated vignettes used in earlier research work (Angermeyer and Matschinger, 2003; Angermeyer et al., 2014a, 2014b; Schomerus et al., 2013) were translated and retranslated and verified for English language and adapted by native Ghanaians living in Germany to ensure comprehensibility with Ghanaian English.
DOI: 10.6084/m9.figshare.20066630.v1
title: Kikai Geochemical Database

description: This dataset is a geochemical database including eruptive materials from the Kikai volcano, southwest Japan. The dataset is compiled based on geochemical data reported in various papers and proceedings from both domestic Japanese and international journals. The database contains all available major- and trace-element concentrations, isotopic ratios, geographical coordinates (latitude, longitude, and altitude) of sampling points, age data, refractive index, and geological and petrological information. <br> 2022.12.2 Updated according to the review 2022.11.15 Updated according to the review 2022.6.14 Uploaded for the review process <br> The material contains following files: All_data-xxxxxxxx.txt Main data file Kikai_references_xxxxxxxx.xlsx Reference list Other_Kikai_associated_data-xxxxxxxx.xlsx Related datasheet How to cite this material To refer this Kikai Tephra database in your publication, please use the following citation: Ueki K., Haraguchi S., Yoshida K., Kuwatani T., Hamada M., McIntosh I., Miyazaki T., Hanyu T. A new geochemical database of Kikai caldera eruption products: progress towards comprehensive understanding of Kikai caldera magmatism. <em>under review</em>
DOI: 10.6084/m9.figshare.23266559.v4
title: On-Body Icons data

description: Codebook.xlsxView in: ExcelCodebook that maps participants’ app placements onto identified strategiesThere are two lists for each participant - «participants’ number_30» and «participants’ number_N». «Participants’ number_30» is related to app placements when the participant arranged 30 apps and «participants’ number_N» is related to arrangement of desired number of apps. Lists are orders in which the participant arranged the apps sets, e.g., participant 1 arranged desired number of apps first and then he arranged all 30 apps.For each participant list contains:Column «App» - App number. Column «App Name» - Name of the arranged appColumn «Placement» - Placement and icon size of the app in Russian.Column «Quote» / «Reason» - Participant quotes about placement. For participants 8, 13, 15, 16, 19, 22 instead of direct quote there are interviewer notes with the quotes made during the arrangement in Russian. Column «Final strategy» - Strategy used for the app placement in Russian. English names of the strategies and descriptions can be found in the file «Classification of strategies», Column E, F. Additional: Some participants changed their mind about placement through the study, in that case their list also has columns «New Placement» and «Quote» if there is one. Transcripts.txtView in: text editor of your choice. Transcribed recordings of study sessions with participants.
DOI: 10.6084/m9.figshare.23807346.v2
title: Source data: <b>Ecological and genetic trade-offs drive </b><b>adaptive </b><b>differentiation</b><b> of </b><b><i>Arabidopsis thaliana </i></b><b> in Europe</b>

description: 41770536: Mean seed mass, plant height, fecundity in control, competition and water stress conditions, a competition and water stress responses data for 71 <i>Arabidopsis thaliana</i> genotypes from Europe. 41770608: FSTQ/FST ratio comparisons for each trait and biogeographical group.<br>
DOI: 10.6084/m9.figshare.28828403.v3
title: Datasets

description: The study analyzed the energy use and economic performance nexus in Sub-Saharan Africa using multivariate analysis. The dataset detailing the different variables used in analyzing the results of the study is presented.
DOI: 10.6084/m9.figshare.21834999.v1
title: File 10

description: Metadata for 458 participants in the HFMD project study
DOI: 10.17632/3jgy6bw5zz
title: Rapid iPSC inclusionopathy models shed light on formation, consequence and molecular subtype of α-synuclein inclusions - CRISPR Screening Data

description: Raw CRISPR sequencing read counts with sgRNA sequences from:
Rapid iPSC inclusionopathy models shed light on formation, consequence and molecular subtype of α-synuclein inclusions
Figure 8
DOI: 10.17632/4c7b3pk7wf
title: data of RPN and OEE

description: Research data related to Ph.D. thesis
DOI: 10.17632/dydm66cz5c
title: Effect of TFS on chronic stress in mice

description: These experiments were carried out as part of our project on determining the effect of theta frequency sound that is used in hypnotherapy to facilitate theta state induction in brain.
DOI: 10.6084/m9.figshare.16777810.v5
title: Substrate-gleaning: plasticity in the foraging and echolocation behaviour of the bat, Molossus molossus

description: Video and echolocation of Molossus molussus emerging from and returning to roost in an Atlantic Forest remant in São Paulo State, Brazil. We also provided the spectral parameters of the echolocation calls emitted during the flight (i.e., search calls), calls emitted just before landing on the opening of the cavity and entering the roost (hereafter approach calls I), calls emitted just before landing on the tree trunk and prey on ants (hereafter approach calls II).
DOI: 10.6084/m9.figshare.28647803.v1
title: Data For Quiet Quitting Literature Review

description: The phenomenon of Quiet Quitting (QQ)—employees disengaging by limiting efforts to minimum job requirements—has surged as a critical workplace challenge post-pandemic. This Systematic Literature Review (SLR) synthesizes 61 studies to map QQ’s drivers, mechanisms, and implications. Using bibliometric analysis, thematic clustering, and the AMO framework (Antecedents, Mediators/Moderators, Outcomes), the study identifies three interconnected dimensions: psychological (burnout, emotional exhaustion), organizational (toxic cultures, inadequate leadership), and individual (autonomy deficits, value misalignment). Theoretically, the study integrates Social Exchange Theory and Psychological Contract Theory, framing QQ as a systemic response to organizational failures rather than individual apathy. Practical implications urge HRM to prioritize human-centric practices, including equitable recognition, career development, and transparent communication. Policymakers must advocate for ethical labor standards and regulate intrusive workplace technologies. Limitations include reliance on peer-reviewed journals and the AMO framework’s scope. Future research should explore cross-cultural dynamics, technology’s dual role in engagement, and longitudinal impacts. This paper provides a roadmap for transforming disengagement into collaboration, advocating workplaces that balance productivity with empathy in evolving work landscapes.
DOI: 10.6084/m9.figshare.3518537.v1
title: Appendix B. Ecosystem response model.

description: Ecosystem response model.
DOI: 10.6084/m9.figshare.4725619.v2
title: Consumo Energía Final

description: Open Data Day 2017<br>Oficina de Software Libre Universidad de Granada<br><br>Proyecto: contamiAND<br>
DOI: 10.6084/m9.figshare.14208011.v1
title: Ensemble Averaging Script

description: Ensemble Averaging Script<br>
DOI: 10.6084/m9.figshare.28688105.v2
title: Online Supplementary Material to "Characterizing hepatitis B virus infection in children to inform elimination interventions: Democratic Republic of the Congo" by Morgan et al. 2025

description: This is the online supplementary material for the forthcoming publication "Characterizing hepatitis B virus infection in children to inform elimination interventions: Democratic Republic of the Congo." The citation will be provided here once published and available online.
DOI: 10.17632/3xwh8mnwwf
title: Multispectral

description: Multispectral data, vegetation indices and leaf nutrient content
DOI: 10.17632/b8zz89gy4k
title: Relationships between ambient temperature and diurnal variation in physiological responses to acute stress in the house sparrow, Passer domesticus

description: These data include plasma glucose, corticosterone, heat shock proteins Hsc70 and Hsp90, and additional measures taken from wild house sparrows (Passer domesticus) at three sites in Australia. The goal of this data collection was to test how these plasma measures varied across latitude, time, and temperature.

Climate change will alter the frequency and intensity of environmental extremes, as well as diurnal rates of environmental change. The daily reaction norms of wild animals show spatial and temporal plasticity to allow appropriate physiological responses to predictable environmental challenges, but these responses have rarely been quantified in wild birds. To address this, we determined whether physiological stress indices (corticosterone [CORT], glucose [GLU], and circulating heat shock proteins) vary across a latitudinal gradient, with ambient temperature (Ta) or time of day. We sampled wild house sparrows, Passer domesticus, across three locations with varying daily rates of Ta increases in 2015 and in 2019-2020 to determine whether physiological responses to capture and handling stress change diurnally. Consistent with predictions, plasma CORT and GLU increased in response to capture and handling stress. Baseline levels of CORT and GLU did not change during the day, but the amplitude of plasma CORT increase (delta CORT) in response to capture decreased as Ta increased, as was the case for GLU, in birds with initially high baseline CORT. Neither baseline nor stress-related plasma CORT or GLU differed consistently across sampling locations. Both heat-shock cognate 70 (Hsc70) and heat-shock protein 90α (Hsp90) showed clear temporal dynamics across the day. These results indicate temporal plasticity of reaction norms during the day (Hsp) and in response to daily Ta changes, as well as to acute stress (CORT and GLU), but they provide little evidence for such plasticity in reaction norms across our geographical range.
DOI: 10.6084/m9.figshare.28023644.v2
title: Dataset for Live Cell Imaging and Classification via Microscopic Ghost Imaging

description: This dataset provides data for the article submitted in the journal Physical review Applied entitled "Live Cell Imaging and Classification via Microscopic Ghost Imaging".<br>
DOI: 10.6084/m9.figshare.28087907.v1
title: 模型数据

description: 使用 ASPECT （Advanced Solver for Problems in Earth's ConvecTion） 进行数值建模，这是一款用于地球动力学模拟的开源软件。输入文件包括断层系统几何形状、材料属性（例如粘度、密度和热导率）、边界条件（例如，速度驱动的走滑运动）和初始应力场。拉开式盆地反演过程通过自适应网格细化进行建模，以捕获应力分布和断层交互。自定义参数文件和插件的开发是为了实现特定于盆地的构造设置。所有输入文件和配置均可根据合理要求提供，以确保研究的可重复性和透明度。
DOI: 10.6084/m9.figshare.28883624.v3
title: Python code for jupyter notebook

description: Computer vision for detect bradykinesia on finger tapping task using mediapipe, use finger tapping taskStep by Step1.MediaPipe Hand detection and feature extraction2.Load data for MLtraining (excel file)3.Prepare data for ML4.Train ML with cross-validation5.Plot Multiple ROC curve6.Plot SHAP summary plot7.Load model (file svc1.pkl) to detect bradykinesia
DOI: 10.6084/m9.figshare.26911654.v1
title: Core genome MLST scheme for <i>Staphylococcus pseudintermedius</i>, for use with chewBBACA version 2.8.5 or 3.3.10

description: A core-genome MLST scheme for <i>Staphylococcus pseudintermedius </i>was developed using chewBBACA version 2.8.5 (Silva et al, 2018) with default settings (https://github.com/B-UMMI/chewBBACA_tutorial). A training file was generated using Prodigal version 2.6.3 (Hyatt et al, 2010). The scheme was generated using 74 complete genomes and is comprised of 1,356 genes present in 99% of the genomes. cgMLST types were designated relative to conventional MLST sequence types. Phylogenetic trees from the chewBBACA allele calls were constructed using GrapeTree version 1.5.0 and the RapidNJ algorithm (Zhou et al, 2018).Due to format updates, two versions of the scheme are included: one usable with chewBBACA version 2.8.5, one updated for the most recent version in September 2024, version 3.3.10.References:<br>- Hyatt D, Chen GL, LoCascio PF, Land ML, Larimer FW, Hauser LJ. Prodigal: Prokaryotic Gene Recognition and Translation Initiation Site Identification. BMC Bioinformatics 2010;11:119. https://doi.org/10.1186/1471-2105-11-119.<br>- Silva M, Machado MP, Silva DN, Rossi M, Moran-Gilad J, Santos S, et al. chewBBACA: A complete suite for gene-by-gene schema creation and strain identification. <i>Microb Genom</i> 2018;4: e000166 10.1099/mgen.0.000166.<br>- Zhou Z, Alikhan NF, Sergeant MJ, Luhmann N, Vaz C, Francisco AP, et al. GrapeTree: visualization of core genomic relationships among 100,000 bacterial pathogens. <i>Genome Res</i> 2018;28(9):1395-404 10.1101/gr.232397.117.