cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1425185.v1
title: Data from Germine et al. (2015) PlosONE - Childhood adversity and social perception

description: Attached are data from Germine, Dunn, McLaughlin, & Smoller "Childhood adversity is associated with adult theory of mind and social affiliation, but not face processing", currently in press in PlosONE (expected 2015). The dataset comprises self-reported exposure to 25 forms of early life stress or trauma and scores on tests of face perception, theory of mind, and social affiliative behavior in a total sample of over 5000. All data was collected through TestMyBrain.org
DOI: 10.6084/m9.figshare.28089203.v1
title: Supplementary Material for: Performance of new race-free eGFR equations for predicting complications in chronic kidney disease: From the KNOW-CKD study

description: Background
The National Kidney Foundation (NKF) and the American Society of Nephrology (ASN) developed new race-free eGFR equations and recommended using these new equations in 2021. However, clinical implication of these new equations is not determined in Korean adults. Thus, this study aimed to evaluate performances of these new race-free eGFR equations in predicting complications in Korean chronic kidney disease (CKD) patients.

Methods
This study analyzed 1,727 participants from the KNOW-CKD cohort. We selected anemia, hyperkalemia, acidosis, hyperphosphatemia, and hyperparathyroidism as five complications of CKD. We determined cross-sectional associations between complications and four eGFR equations. These eGFRs were calculated from 2009 Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) Ceatinine equation (2009 eGFRCr), 2012 CKD-EPI Creatinine-Cystatin C equation (2012 eGFRCrCys), 2021 CKD-EPI Creatinine equation (2021 eGFRCr), and 2021 CKD-EPI Creatinine-Cystatin C equation (2021 eGFRCrCys).

Results
All associations between complications as continuous variables and eGFR by four equations were similar. All associations between complications as dichotomous variable and eGFR values form four equations were similar. For example, C-statistics (95% CI) of the logistic model for anemia and eGFRs were 0.826 (0.806-0.845), 0.827 (0.806-0.846), 0.838 (0.819-0.857) and 0.839 (0.820-0.858) for 2009 eGFRCr, 2012 eGFRCrCys, 2021 eGFRCr and 2021 eGFRCrCys, respectively. In addition, cross-validated areas under the curve for ROC analysis after predictive modeling for all complications were not significant different according to different eGFR equations.

Conclusion
New race-free eGFR equations showed similar performances to existing equations for predicting complications in Korean patients with CKD.
DOI: 10.6084/m9.figshare.26999551.v1
title: Supplementary Materials 1

description: Supplementary Materials including tables from ELISA, XO activity assay and proteomics data.
DOI: 10.17632/9v97fbvdh7
title: Data for: Energy price reform in Saudi Arabia: Modeling the economic and environmental impacts and understanding the demand response

description: Electricity and gasoline demand models data
DOI: 10.6084/m9.figshare.20226306.v1
title: Normalized Remote Sensing Agricultural GPP Monsoon 2012

description: agricultural gross primary productivity
DOI: 10.6084/m9.figshare.28642217.v1
title: Quadratic Formula Coefficients for Non-Right Triangles 2023 Crop Circle Season Finale: Roundway Hill, Hampshire, United Kingdom.

description: This text describes images. Color coded numbering methods were used to establish a connection between the text and images. The text engages with a variety of topics including the equilateral triangle, regular hexagon, rhombus, circle-to-rectangle intersection, area of a tile, conversion factor, scaling factor, real and complex number expressions. The final area of this reconstruction was contingent upon solving side_a without angle_A in a scalene, non-right triangle. However, one of the two quadratic formulas allow side_a to be solved with angle_B or C instead. In this context, crop circles are used as a teaching device.
DOI: 10.6084/m9.figshare.28921079.v1
title: final master sheet

description: This the dataset utilized in a research paper on the utility of CA-125 in risk stratifying NSTEMI patients
DOI: 10.6084/m9.figshare.3568347.v1
title: Appendix C. Description of datasets (Ekofisk and Norwegian continental shelf) and simulation methods used to compare the power of statistical tests to detect real changes in multivariate ecological assemblages.

description: Description of datasets (Ekofisk and Norwegian continental shelf) and simulation methods used to compare the power of statistical tests to detect real changes in multivariate ecological assemblages.
DOI: 10.17632/d852chv29f
title: The use of artificial intelligence systems in diagnosis of pneumonia via signs and symptoms A systematic review

description: Scientific research for publishing the article
DOI: 10.17632/vtd8wm87g8
title: Data:72AH LIB SoC from 1-8RC using Non-Linear Kalman

description: This dataset is in support of my 3 research papers - 'Comparative SoC Analysis using Non-Linear Kalman Estimation in 8RC ECM of 72Ah LIB - Part I', ' Comparative SoC Analysis using Non-Linear Kalman Estimation in 8RC ECM of 72Ah LIB - Part II' , and 'Comparative SoC Analysis using Non-Linear Kalman Estimation in 8RC ECM of 72Ah LIB - Part III'. 

Preprint :

Part I - https://doi.org/10.36227/techrxiv.20141216.v1
Part II - https://doi.org/10.36227/techrxiv.20141219.v1
Part III - https://doi.org/10.36227/techrxiv.21089725.v1 

Related Claim :  Novel ß Li-Ion model and Novel ß Li-Ion Battery Management Controller  in Patent 'Novel ß 10-Axis Grid Compatible Multi-Controller'
DOI: 10.6084/m9.figshare.28830371.v1
title: Data for van Galen et. al. 2025 "The biogeography and conservation of Earth’s ‘dark’ ectomycorrhizal fungi"

description: Data and code used to conduct analyses and create figures for the manuscript "The biogeography and conservation of Earth’s ‘dark’ ectomycorrhizal fungi". Included are: 1) data from GlobalFungi v.5 used to create Figure 1; 2) the methods and list of fungal species extracted from the Catalogue of Life; 3) the R code used to generate the list of Australian species and create Figure 2; 4) geospatial layers of dark taxa metrics, R code used to create Figures 3–5, and R code used to conduct the SHAP analysis; and 5) the names and Global Biodiversity Information Facility (GBIF) download DOIs of EcM host plant genera and R code used to create the host plant family distribution maps. Further details are provided in the README file.
DOI: 10.6084/m9.figshare.26056897.v1
title: code

description: The mammalian nervous system controls complex functions through highly specialized and interacting structures. Single-cell sequencing can provide information on cell-type-specific chromatin structure and regulatory elements, revealing chromatin differences between different cell types and their potential roles in brain function. Here, we employed single-cells ATAC-seq to generate a chromatin accessibility dataset from 16 adult rat brain regions, obtained 174,593 high-quality nuclei. We identified cell subtypes of two cell types (neuronal and non-neuronal) with highly specific distributions and characterized gene regulatory elements associated with cell type-specific regions. To further investigate the gene regulatory network of spinal cord regeneration process, we integrated our scATAC-seq data with published single- nucleus RNA-seq data of spinal cord, identified more detailed regeneration related elements to drawGRNs centered on the transcription factor Jun in OPC. Simultaneously, we also performed similar integration analysis in midbrain. Our findings provide a solid foundation for comprehensively dissecting the molecular architecture of the mammalian nervous system.
DOI: 10.6084/m9.figshare.21779036.v2
title: Ruminant gastrointestinal Methanomassiliicoccales metagenome-assembled genomes

description: Unraveling the phylogenomic diversity of Methanomassiliicoccales and implications for mitigating ruminant methane emissions
DOI: 10.6084/m9.figshare.19745089.v1
title: uptake plots CapRel Secphy

description: Differential peptide uptake plots fo CapRel and SecPhy
DOI: 10.6084/m9.figshare.20038234.v1
title: In vitro callus induction and micropropagation of Thymus persicus (Lamiaceae), an endangered medicinal plant

description: Abstract This is the first attempt towards an efficient regeneration protocol for an endangered and valuable medicinal plant, Thymus persicus using in vitro callus induction and indirect organogenesis. Callus induction was performed on MS medium supplemented with different concentrations of NAA and 2,4-D, alone or in combination with BAP and KN. Maximum callus induction (100%) was achieved from internode explants cultured on MS medium fortified with 2.0 mg L-1 NAA and 0.5 mg L-1 KN. The highest frequency of shoot multiplication (96%) was observed with 2.0 mg L-1 BAP+1.0 mg L-1 NAA. The maximum number of rootlets (16.6 ± 1.4) was induced on half-strength MS medium with 0.5 and 1.0 mg L-1 IBA. Rooted plantlets were then successfully grown and acclimatized in the greenhouse with a 70-85% survival rate. The benefits of the protocol described here include all-year-round application, germplasm conservation, suitability for commercial production and also for the biotechnological production of pentacyclic triterpenoids.
DOI: 10.17632/vg9y9vh5md
title: A Comprehensive Dataset on Computational Thinking Skills, Curiosity, and Student Engagement in Indonesian Vocational Schools: Student Perspectives

description: This dataset contains responses from 31 students enrolled in vocational schools in Indonesia, gathered through three distinct questionnaires measuring Computational Thinking Skills (CTS), Curiosity (CIAC - Children Images and Attitudes Curiosity), and Student Engagement in School (SES). The CTS data assesses students' problem-solving and logical reasoning abilities, while the CIAC data evaluates their levels of curiosity and attitudes toward learning. The SES data captures students' emotional, behavioral, and cognitive engagement with their school environment. This dataset offers valuable insights into how students perceive the quality of education in vocational schools, providing critical information for educational researchers, policymakers, and practitioners seeking to enhance learning experiences and student engagement in these institutions.
DOI: 10.6084/m9.figshare.4535660.v4
title: Tianyi_microbiome

description: This repository contains the final code, count table, metadata, and precomputed data files for "The gut microbiota of healthy aged Chinese is similar to the healthy young".<br>tianyi_results.Rnw builds cleanlytianyi_supplement.Rnw builds cleanly<br>tianyi_results.Rnw file contains the knitr document and minimal code for figures 1-3 of the papertianyi_supplement.Rnw file contians the code and figures for the supplement<br>chunk/ contains actual R commands used for all figures and analyses. These are referenced in the results and supplement documents<br>data/ contains the raw (count tables, metadata) and precomputed data for the figures<br>figure/ contains the figures only<br>to build the documents, download this entire repository, then in a terminal on a UNIX type machine run:<br>./build_results.sh<br>and then<br>./build_supplement.sh<br>
DOI: 10.6084/m9.figshare.28887851.v1
title: CMIP6 global cyclone tracks

description: This folder contains CMIP6 cyclone tracks generated for Pepler (2024) and Pepler et al. (2025). For associated reanalysis datasets see https://doi.org/10.6084/m9.figshare.24086898.v1. These cyclones were identified using the Murray and Simmonds (1991) and Simmonds et al. (1999) cyclone tracking scheme. The source code and documentation is available at https://cyclonetracker.earthsci.unimelb.edu.au/Tracks are provided for 8 CMIP6 models from historical simulations for 1950-2014, and ssp3-7.0 for 2015-2099. Surface cyclones are tracked using 6-hourly MSLP, and upper cyclones are tracked using 6-hourly 500 hPa geopotential height for models where this is available. These models were selected based on availability of 6-hourly 500hPa data on the NCI node of the ESGF.Cyclone tracks are provided based on the weakest intensity threshold, with stronger thresholds typically identified to select lows for use in the paper. For more details on the parameters used for detection and tracking see the files *incycloc and *intrack which are used as inputs for the tracking scheme.A separate track file is provided for each year, beginning on 1 December of the previous year, to allow for the identification of cross-year tracks when relevant. Each .tar.gz file includes all tracks for one simulation, e.g. $model_$member_$ssp_$level_$details.tar.gzColumn headings:ID Track IDFix Instance within trackDate Date* (UTC)Time Time (UTC)Open/closed Is there closed circulation (0) or an "open" ridge. Lon LongitudeLat LatitudeMSLP Central pressure (hPa)Laplacian Laplacian of MSLP (hPa. Deg.lat^2), which represents the curvature of the MSLP. This is a better indicator of the strength of a systemDepth Depth of cyclone (hPa) between central point and outer radiusRadius Radius of cyclone (degrees)Up Steering velocity (U)Vp Steering velocity (V)*Dates are two digit years, and in some cases are wrong because of the way the tracking scheme works (e.g. 1999-2001).References: Murray, R. J., and I. Simmonds, 1991: A numerical scheme for tracking cyclone centres from digital data. Part I: Development and operation of the scheme. Aust. Meteorol. Mag., 39, 155166.Simmonds, I., R. J. Murray, and R. M. Leighton, 1999: A refinement of cyclone tracking methods with data from FROST. Aust. Meteorol. Mag., (special edition), 3549.Pepler, Acacia (2024) Recent trends in extratropical lows and their rainfall over Australia. <i>Journal of Southern Hemisphere Earth Systems Science</i> 74, ES24002. https://doi.org/10.1071/ES24002Pepler AS, Di Virgilio G, Dowdy AD, Goyal R, Su C-H, Thatcher M, and Syktus J. (2025) Projections of Australian low pressure systems in downscaled CMIP6 models Submitted to JSHESS
DOI: 10.6084/m9.figshare.17132084.v2
title: 2013 08 06 Field Notes

description: Field notes including image and/or video records.
DOI: 10.6084/m9.figshare.8426984.v1
title: Impact of recreational scuba diving on coral reefs in Seychelles

description: This datset was obtained from 205 recreational scuba divers who dived around the island of Praslin, Seychelles. Data on diver demographics, environmental variables and dive characteristics were collected and collated in order to assess what variables were mostly influencing diver contact rates on coral reefs at dive sites. <br>Information for diver demographics were taken from the forms required by the dive operator to dive with them. Environmental variables (depth and temperature) were taken with a Scubapro Chromis dive computer. <br><br>Diver contacts were recorded for the first 20 minutes of a scuba diver after a 1 minute adjustment period. Up to four divers in a group were surveyed per dive and divers were only surveyed once. The surveyor was responsible for all the data collection and stayed approximately 3-5 metres behind or to the side of the dive group and posed as a client to avoid arousing suspicion, thus influecing behavioural changes.<br>The type of physical contact made by divers were first classified into categories (grabbing hold, pushing offs, leg touches, knee etc) and were then split into intentional and unintentional contacts. Each contact was then classified by the severity of the impact i.e. break, fragment, abrasion etc. Also noted was the marine organism that was contacted at that time. Contacts from the contact type were totalled. Variables from the diver demographics, environmental factors and dive characteristics were analysed against the total contacts made by individual divers. <br>This research was commissioned by the Seychelles National Park Authority and abided by the ethical requirements of undertaking this study. <br><br>
DOI: 10.17632/djnkmx3tzn
title: Particulate matter with aerodynamic diameters ≤1 μm (PM1) dataset

description: The dataset was collected in 4 areas of Reynosa, Tamaulipas, Mexico, from February 22 to 28, 2022. Each monitoring station is located in areas with different characteristics concerning the possible emission sources of particulate matter pollutants of the PM1 fraction size. The locations are at the residential, commercial, industrial, avenues, and boulevard levels with high vehicle traffic and heavy cargo transportation and close to the international airport. PM1 concentration values were measured using a PMS7003 low-cost sensor, with one sample per minute. Particulate matter or suspended particles (PM) are among the main air pollutants, which can be classified according to their aerodynamic diameter into PM10 &lt; 10 μm, PM2.5 &lt; 2.5 μm (fine), and PM1 &lt; 0.1 μm (ultrafine). Fine particles can easily penetrate the respiratory tract to the alveoli, and ultrafine particles (&lt;0.1 μm) can reach the blood by crossing the endothelial barrier.
DOI: 10.6084/m9.figshare.15082656.v1
title: Non-exponential 1H and 2H NMR relaxation and self-diffusion in asphaltene-maltene solutions

description: This dataset contains data to obtain the NMR relaxation parameters T<sub>1</sub> and T<sub>2</sub>, as well as the self-diffusion coefficients of different small molecules (maltenes) in a solvent in the absence and presence of a high asphaltene concentration. <br>Therefore, different maltenes were chosen (see README file) and solutions consisting of 95vol% solvent and 5vol% maltene were prepared (Pure). The solvents were benzene-d6 and benzene for proton-bearing maltenes and completely <br>deuterated maltenes, respectively. The relaxation parameters of the maltenes protons/deuterons were measured using the inversion recovery (T<sub>1</sub>) and the Carr-Purcell-Meiboom-Gill (T<sub>2</sub>) pulse sequence, while the stimulated echo pulse sequence was used to determine the self-diffusion coefficient. To determine further the parameters in presence of an asphaltene, the same solutions containing a high concentration of asphaltene (150g/l) were prepared (Slb). The experiments were conducted at room temperature (20 °C) at a magnetic field strength of 7.05T. <br>This dataset contains the raw and processed data of these experiments.<br>
DOI: 10.6084/m9.figshare.22336912.v1
title: Supplementary Table S3- Genome Completeness and Taxonomy

description: Table of checkM and GTDB-Tk results on genomes from the PLM Hillslope.
DOI: 10.6084/m9.figshare.26053999.v2
title: Code for the study of origin and de novo domestication of sweet orange

description: Code for the study of origin and de novo domestication of sweet orange
DOI: 10.6084/m9.figshare.12399611.v1
title: Protein quantification by Standard Test Tube protocol (Pierce BCA Protein Assay Kit)

description: Pierce BCA Protein Assay Kit is a two-component, high-precision, detergent-compatible protein assay for determination of protein concentration.<br>
DOI: 10.6084/m9.figshare.14980710.v1
title: Fungi community ASV table

description: Fungi community ASV table
DOI: 10.6084/m9.figshare.22086824.v1
title: Mild heat stress induced adaptive immune response in blood mononuclear cells and leukocytes from mesenteric lymph nodes of primiparous lactating Holstein cows - Supplemental Material

description: Heat stress negatively affects the metabolism and physiology of the bovine gut. However, it is not known whether heat stress induces an inflammatory response in mesenteric lymph nodes (MLN), the primary origin of gut immune cells, thus contributes to inflammatory processes in the circulation. Therefore, our objective was to elucidate the effects of chronic heat stress on the systemic activation of acute-phase response in blood, pro-inflammatory cytokine production in peripheral blood mononuclear cells (PBMC) and the activation of the Toll-like receptor signaling (TLR) 2/4 pathway in MLN leucocytes and their chemokines and chemokine receptors profiles in Holstein cows. Primiparous Holstein cows (n = 30; 169 ± 48 DIM) were exposed to a temperature-humidity-index (THI) of 60 (16°C, 63% relative humidity (RH)) for 6 days. Thereafter, cows were evenly assigned to 3 groups: heat-stressed (HS; 28°C, 50% RH, THI = 76), control (CON; 16°C, 69% RH, THI = 60) or pair-feeding (PF; 16°C, 69% RH, THI = 60) group for 7 days. On day 6, PBMC were isolated and on day 7 MLN. Plasma haptoglobin, TNFα and IFNγ concentrations increased more in HS than CON cows. Concomitantly, <em>TNFA</em> mRNA abundance was higher in PBMC and MLN leucocytes of HS than PF cows, whilst <em>IFNG</em> mRNA abundance tended to be higher in MLN leucocytes of HS than PF cows, but not for chemokines (<em>CCL20</em>, <em>CCL25</em>) or chemokine receptors (<em>ITGB7</em>, <em>CCR6</em>, <em>CCR7</em>, <em>CCR9</em>). Furthermore, the TLR2 protein expression tended to be higher abundant in MLN leucocytes of HS than PF cows. These results suggest that heat stress induced an adaptive immune response in blood, PBMC and MLN leukocytes involving the acute-phase protein haptoglobin, pro-inflammatory cytokine production, and TLR2 signaling in MLN leucocytes. However, chemokines regulating the leucocyte trafficking between MLN and gut seem not to be involved in the adaptive immune response to heat stress.
DOI: 10.15468/dl.rxauwb
title: Occurrence Download

description: A dataset containing 12182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Puccinellia distans (Jacq.) Parl.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 12182 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013445-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.5202739.v1
title: The original EEG data for driver fatigue detection

description: This is the original EEG data of twelve healthy subjects for driver fatigue detection. Due to personal privacy, the digital number represents different participants. The .cnt files were created by a 40-channel Neuroscan amplifier, including the EEG data in two states in the process of driving.
DOI: 10.6084/m9.figshare.21226328.v6
title: Bryum argenteum genome and Ancestral Bryopsida Chromosomes

description: Bryum argenteum genome assembly and annotation files.
DOI: 10.6084/m9.figshare.16578881.v1
title: Activity time data.xlsx

description: Data on diel activity patterns of skinks, collected from primary literature sources and personal observations in the field. Species are categorised under one of three character states, and references are given to the sources of the data.