cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/n6293b4ggc
title: Heart attack risk prediction: a more productive, reduced, and cleansed ARFF dataset for machine learning

description: The authors utilized the Cleveland Heart Disease Dataset from the University of California, Irvine (UCI) Machine Learning Repository (https://doi.org/10.24432/C52P4X). This dataset, dating back to 1988, combines four separate datasets. It consists of 13 attributes and one additional target variable, including 303 instances, and it contains no missing values.
We used relevance to select and rank attributes, which allowed us to pick a subset with seven attributes and a target variable, resulting in a smaller dataset (254 instances at seven attributes). 
Primary datasets often require updates in clinical practice, which involve thorough data reduction and denoising. This data engineering process typically enhances the predictive power of the datasets, especially when using the classification algorithm known as IBk (Aha, D.W., Kibler, D. & Albert, M.K. Instance-based learning algorithms. Mach Learn 6, 37–66 (1991). https://doi.org/10.1007/BF00153759) which we applied to the reduced dataset. For instance, Accuracy has risen to 97.2% from 88.4%, and other performance indicators have shown statistically significant improvement.
DOI: 10.6084/m9.figshare.12191898.v1
title: Darwinian Selection Discriminates Young Athletes: The Relative Age Effect in Relation to Sporting Performance

description: Jakobsson, J., Julin, A.L., Persson, G. <i>et al.</i> Darwinian Selection Discriminates Young Athletes: the Relative Age Effect in Relation to Sporting Performance. <i>Sports Med - Open</i> 7, 16 (2021). <br>DOI <br>https://doi.org/10.1186/s40798-021-00300-2<br><br><br><br>Supplementary data files 1 to 5 <br><br>Including raw data sets and additional tables with extended statistical information.
DOI: 10.6084/m9.figshare.14717369.v1
title: Supplementary Information from The evolution of trait correlations constrains phenotypic adaptation to high CO<sub>2</sub> in a eukaryotic alga

description: Ancestral and Evolved empirical data
DOI: 10.6084/m9.figshare.21671198.v1
title: Additional file for paper Functional validation of gene IL6R and LEPR on reproductive traits in dairy cattle

description:  Genetic selection of milk yield traits alters the energy distribution of high producing cows, resulting in gene-induced negative energy balance, and consequently, poor body condition scores and reduced reproductive performances. Here, we investigated two metabolic-syndrome pathway genes, <em>IL6R</em> (Interleukin 6 receptor) and <em>LEPR </em>(Leptin receptor)<em>,</em> for their effects on reproductive performance in dairy cows, by applying association analyses in 1,588 Chinese Holstein cows (at a population level) and gene expression analyses in granulosa cells isolated from eight cows (at a cell level). Of the six single nucleotide polymorphisms we examined (two SNPs for <em>IL6R</em> and four SNPs for <em>LEPR</em>), five were significantly associated with at least one reproductive traits, including female fetility traits covering both the abilitiy to to recycle after calving and the abilitiy to concive and keep pregnancy when inseminated properly, and calving traits. Notably, the identified variant SNP g.80143337A/C in <em>LEPR</em> is a missense variant. The role of <em>IL6R</em> and <em>LEPR</em> in cattle reproduction were further confirmed by observed differences in relative gene expression levels amongst granulosa cells with different developmental stages. Collectively, the functional validation of <em>IL6R</em> and <em>LEPR</em> performed in this study improved our understanding of cattle reproduction while provided important molecular markers for genomic selection of reproductive traits in high-yielding dairy cattle.
DOI: 10.6084/m9.figshare.27275937.v1
title: Data.zip

description: This data is obtained from a rigorous experiments done using Monte Carlo Code GATE by simulation breast phantom with Low TBR and for different tumor sizes. The data was processed by MatLab and result are submitted for Publication.
DOI: 10.6084/m9.figshare.28532387.v3
title: Additionality Revisited for Blue Carbon Ecosystems: Ensuring Real Climate Mitigation - Supplementary Data

description: Saltmarsh and seagrass data and source references from "Additionality Revisited for Blue Carbon Ecosystems: Ensuring Real Climate Mitigation" Williamson et al.'s (2025) response to Houston et al. (2024), Global Change Biology.
DOI: 10.6084/m9.figshare.3753396.v1
title: Sensitiveness analysis: Sample sizes for t-tests for paired samples

description: This dataset contains the sample sizes required for obtaining a statistical significant result for a desired minimum effect size (MES) when carrying out Fisher’s tests of significance (e.g., 1954) to assess mean differences between paired observations (dependent means) using t-tests.
DOI: 10.6084/m9.figshare.935514.v1
title: Advection code for calculating fraction of dendrite-bearing region of chemosensory hair array during flicking

description: Code to accompany an upcoming publication: "Ontogenetic changes in the olfactory antennules of the shore crab, Hemigrapsus oregonensis, maintain sniffing function during growth" by Lindsay D. Waldrop, Miranda Hann, Amy Henry, Agnes Kim, Ayesha Punjabi, and M. A. R. Koehl. This code models fluid movement via a forward-Euler method with lagragian fluid parcel-tracking. All files (including the associate data files, found at <br>http://dx.doi.org/10.6084/m9.figshare.928567 ) should be in the same directory. The file makenewdataCh3.m transforms data files Event###_flickdata.mat into the code-useable form Event###_newdata.mat by reinterpolating velocities onto a 1000 by 1000 grid and streamlining the information in flickdata structured to only what is needed to run the advection code. The file ch3sniff.m starts the simulation and calls in_ch3sniff.m to initialize parameters, creates the lagrangian array, and loads required data. It calls the file sniffadonly.m to advance the forward-Euler by one time step. It tests the final array of fluid parcels for inclusion within the array and returns a total fraction that represents the fluid parcels remaining in the array after a full stroke.
DOI: 10.17632/k2mcyk566v
title: Virtual Reality in English Language Education: A Systematic Review of Opportunities and Challenges in Higher Education

description: This systematic study investigates the type of higher education using VR, its health challenges and potential future research can be conducted.
DOI: 10.6084/m9.figshare.23394107.v1
title: All_ecth_yr_.csv

description: Data related to publication "Disentangling the deforestation-environmental crime nexus in Latin America". See publication for details/variables explanation
DOI: 10.6084/m9.figshare.28882832.v1
title: Supplemental tables 1 and 2 - Cannabis inhalation and action potential discharge patterns

description: Supplemental tables 1 and 2. Data presented are sex-based comparisons of the influence of cannabis inhalation on sympathetic neural discharge and recruitment under resting conditions (Table 1) and during an end-expiratory apnea (Table 2).
DOI: 10.17632/hmhrhtytry
title: Association between domestic abuse and violence against older adults and frailty, depression, and nutritional status in an urban Brazilian setting

description: Objective:
To investigate the association between the risk of violence against older adults and factors such as frailty, depressive symptoms, and nutritional status in a population receiving care in Primary Health Care (PHC).
Methods:
This was an observational, cross-sectional, and quantitative study conducted between June 2023 and March 2024 in the municipalities of Santa Cruz and Macaíba, Rio Grande do Norte, Brazil. The study included 323 older adults (≥ 60 years old) registered in the PHC system. Data collection utilized validated instruments, including the Hurt, Insult, Threaten, Scream - Elder Abuse Screening Test (H-S/EAST) to assess violence risk, the Conflict Tactics Scales Form R (CTS-1) for classifying violence situations, the Edmonton Frailty Scale (EFS) for frailty, the Geriatric Depression Scale (GDS-15) for depressive symptoms, and the Mini Nutritional Assessment (MNA) for nutritional status. Statistical analyses included descriptive statistics, chi-square tests, Mann-Whitney U tests, Spearman correlations, and binary logistic regression.
Results:
Among participants, 46.1% were at risk of violence. Absence of verbal aggression, adequate social support, emotional independence, and better functionality were protective factors against violence. Advanced frailty (OR = 2.43), depressive symptoms (OR = 2.49), and malnutrition (OR = 1.52) were significantly associated with the risk of abuse. Logistic regression identified mood (R² = 0.19) and depressive symptoms (R² = 0.19) as the main predictors of violence.
Conclusion:
A significant association was found between the risk of abuse and multidimensional factors, particularly a history of violent situations, frailty, and depressive symptoms.
DOI: 10.17632/nxnjkph5r4
title: The area of cultivated land in northeast China has not changed

description: The area of cultivated land in northeast China has not changed
DOI: 10.17632/472ypb4ckn
title: African lions (Panthera leo) SECR - 2020

description: Lion count data associated to the publication "Considerations on effort, precision and accuracy for long term monitoring of African lions (Panthera leo), when using Bayesian spatial explicit capture-recapture models, in fenced protected areas" in Ecology & Evolution
DOI: 10.17632/88mypw94jm
title: Data for: Metallogeny of the large-scale Carboniferous karstic bauxite in the Sanmenxia area, southern margin of the North China Craton, China

description: Table 1. Sulfur isotope values of pyrite and C and O isotope values of calcite and siderite from the Rencun bauxite deposit. Table 2. Strontium and Nd isotopic compositions of illite separated from the siderite-bearing claystone, bauxite ore, and claystone samples from Rencun bauxite deposit. SEM 4. Whole-rock major (wt. %) and trace elemental (ppm) compositions of samples (A-1 to A-21) collected from the Rencun bauxite deposit. SEM 6. Trace elemental compositions (ppm) of detrital rutiles from samples B-1 and B-2.
DOI: 10.6084/m9.figshare.28226423.v1
title: Supplementary material - Facing the ambiguities of participation in data-driven projects: A systematic literature review

description: The table provides supplementary information to a research paper entitled "Facing the ambiguities of participation in data-driven projects: A systematic literature review". It contains descriptions of the analysed cases of participatory data-driven projects and information on the evaluation of the cases, using a model called the Participatory Science Cube by Schrögel & Kolleck (2018).
DOI: 10.17632/gvcbjz9t36
title: Does Carrying a Physical Burden Promote Earlier Repayment?—A Exploratory Nudge Study Based on the Negative Discounting in Intertemporal Decision-Making

description: In the lending process, individuals must weigh the trade-off between early repayment and postponement. Encouraging early repayment aligns with the phenomenon of negative discounting in intertemporal decision-making. Negative discounting occurs because individuals experience anticipated dread when faced with future negative events. This study explored how "carrying a burden", highlighted through physical burden and weight-related emojis, can influence individuals' intertemporal repayment choices and the underlying mechanisms. Furthermore, a field experiment was conducted to test the nudge effect of "carrying a burden" on promoting earlier repayment. The results revealed that: (1) In laboratory experiments, participants in the burdened group tended to repay earlier, with the mediating effect of anticipated dread being partially significant. (2) In field experiment, the burdened group presented an increased number of on-time repayments. This study further validates the negative discounting phenomenon in intertemporal decision-making and provides a foundation for interventions and nudges to reduce repayment delays.
DOI: 10.17632/w6dz55tzgh
title: Data for: Gender Norms and Marriage Satisfaction: Evidence from China

description: This folder contains replication materials for the paper “Gender Norms and Marriage Satisfaction: Evidence from China”. The datasets required are stored in folder “Data” The do-files to produce the tables and figures are stored in folder “Dofiles”. The outputs of the do-files are stored in folder “Output”.
DOI: 10.6084/m9.figshare.13383269.v1
title: NEON Teaching Data: SERC Canopy Height Model (CHM) 1km tile

description: This is a full 1km by 1km tile of NEON AOP lidar data from the Smithsonian Environmental Research Center (SERC). This dataset contains a canopy height model at 1m spatial resolution. All NEON AOP missions are flown at or near peak 'greenness'. This dataset is uploaded here for teaching purposes, in particular with the tutorials found on https://www.neonscience.org/resources/data-tutorials. This particular tile makes for a good teaching example because it contains a wide variety of recognizable land cover types.<br>Citation:National Ecological Observatory Network. 2020. Data Product DP3.30015.001, Ecosystem structure. Provisional data downloaded from http://data.neonscience.org on December 15, 2020. Battelle, Boulder, CO, USA NEON. 2020.<br>
DOI: 10.6084/m9.figshare.21502551.v1
title: congress-bills

description: This is a temporal hypergraph dataset, which here means a sequence of timestamped hyperedges where each hyperedge is a set of nodes. In this dataset, nodes are US Congresspersons and hyperedges are comprised of the sponsor and co-sponsors of legislative bills put forth in both the House of Representatives and the Senate. Timestamps are in ISO8601 format. The dataset was derived from James Fowler's data.<br> <br> <strong>Statistics</strong><br> Some basic statistics of this dataset are:<br> * number of nodes: 1,718<br> * number of timestamped hyperedges: 282,049<br> * there is a single connected component of size 1,718<br> * degree and edge size distributions:<br> <br> <br> <br> <br> <b>Hypergraph degree and edge size distributions</b><br> <br> <strong>Source of original data</strong><br> Source: https://www.cs.cornell.edu/~arb/data/congress-bills/<br> <br> <strong>References</strong><br> If you use this dataset, please cite these references:<br> * Simplicial closure and higher-order link prediction. Austin R. Benson, Rediet Abebe, Michael T. Schaub, Ali Jadbabaie, and Jon Kleinberg. Proceedings of the National Academy of Sciences (PNAS), 2018.<br> * Connecting the Congress: A Study of Cosponsorship Networks. James H. Fowler. Political Analysis, 2006.<br> * Legislative Cosponsorship Networks in the U.S. House and Senate. James H. Fowler. Social Networks, 2006.
DOI: 10.6084/m9.figshare.25809280.v1
title: Supplementary Material for: Clinimetric properties of the “FIND-NEEDS” to screen geriatric conditions

description: Introduction: Comprehensive geriatric assessment (CGA) is used to thoroughly assess and identify complex healthcare problems among older adults. However, administration of CGA is time-consuming and labor intensive. A simple screening tool with the mnemonic “FIND-NEEDS” was developed to quickly identify common geriatric conditions. The present study was to evaluate the clinimetric properties of the FIND-NEEDS.
Methods: First-visiting older adults aged 65 years and above (and who were able to communicate by themselves or with the help of a caregiver) were assessed (October to December, 2021) using the FIND-NEEDS and CGA at geriatric outpatient clinics of a tertiary, referred medical center. The FIND-NEEDS was examined for its criterion-related validity and compared with the CGA results. Two types of scoring (summed score and binary score) of FIND-NEEDS and CGA were analyzed using Spearman correlation, sensitivity and specificity, and area under receiver operating characteristic curve (AUC).
Results: The mean age of the 114 outpatients was 78.3±7.6 years, and 79(69.3%) were female. The internal consistency was excellent when using all FIND-NEEDS items, and was acceptable when using domain scores. Exploratory factor analysis showed that most of the FIND-NEEDS domain scores had factor loadings higher than 0.3. Intercorrelations of binary scores between domains of FIND-NEEDS and CGA showed most domains were moderately correlated. The overall correlation of summed scores between FIND-NEEDS and CGA was high. The FIND-NEEDS summed score was moderately correlated with CGA score (r=0.494; p&lt;0.001), and the binary score showed excellent correlation (r=0.944; p&lt;0.001). When using the CGA score as the gold standard, the FIND-NEEDS showed excellent AUC (0.950), sensitivity (1.00), and specificity (0.90).
Discussion/Conclusion: The present study demonstrated that the FIND-NEEDS had acceptable clinimetric properties to screen for geriatric problems among older adults. Further in-depth assessment and care plan can then be conducted afterwards.
DOI: 10.6084/m9.figshare.28746107.v1
title: AFM data for S1 and S4

description: This is AFM image data for S1 (Carbazole + TPPO) and S4 (TPA + DPPO)
DOI: 10.6084/m9.figshare.5572687.v1
title: SEPSIS-neutrophil-spontaneous motility

description: "Ellett_data analysis codes.7z" contains several files with code for image analysis, cell tracking, and motility pattern analysis, for microfluidic assay that measures neutrophil spontaneous motility in whole blood. "Ellett_Numerical Values Fig 2-6.xlsx" contains all numerical values used for generating the graphs in figures 2 to 6. <br>
DOI: 10.6084/m9.figshare.6236759.v1
title: Plant and insect data

description: Raw dataset including flowering plants (pl.csv), insects (ins.csv) and geographic coordinates (xy.csv). <br>
DOI: 10.6084/m9.figshare.7952549.v2
title: Supplemental Table 1

description: Clinical, demographic, pathological and molecular characteristics of the studied series
DOI: 10.17632/bvw37svz88
title: Green Product Purchase Intention 02

description: Raw Data, Questionnaire
DOI: 10.17632/pts6cw4xbt
title: Multi-resolution Terrestrial Hyperspectral Dataset for Spectral Unmixing Problems

description: Recent developments in the miniaturization of hyperspectral imaging sensors have given rise to the increased use of hyperspectral imagery as the primary data for evaluating spectral unmixing algorithms in applications such as industrial quality control, agriculture, mineral mapping, military, etc. This article presents an ultra-high-resolution hyperspectral imagery dataset for undertaking benchmark studies on spectral unmixing. A terrestrial hyperspectral imager (THI) is used for imaging the target scene with the camera sensor pointing horizontally towards the target scene. The datasets are acquired at various spatial resolutions ranging from 1mm to 2 cm. The targeted scene contains several paper-based panels, each size 2cm x 2cm and filled with different colours and proportions, glued to a black background board that maintains a distinguishable distance between one another. In addition to the hyperspectral imagery data acquisitions, reference spectral signatures of the candidate mixture materials are obtained by in situ hyperspectral reflectance measurements using a spectroradiometer. The hyperspectral image acquisition and the in-situ spectral signatures of the target scene are collected under natural illumination conditions. The proposed datasets are designed for undertaking proof-of-the-concept (PoC) studies in spectral unmixing. The datasets are also valuable for evaluating the performance of different statistical and machine learning algorithms for target detection, classification, and sub-pixel classification algorithms.
DOI: 10.6084/m9.figshare.14909913.v1
title: High-quality genome assembly of the biodiesel plant Euphorbia lathyris

description: genome.fasta.gz - The final assembly<br>genome.gff3.gz - Gene annotation file<br>cds.fasta.gz - Coding sequences of protein-coding genes<br>protein.fasta.gz - Protein sequences of protein-coding genes<br>
DOI: 10.6084/m9.figshare.27185109.v1
title: Two-stage DRO based, renewable forecasted data, and multi-energies dispatch prices.docx

description: Day-ahead, real-time distributional robust optimization for integrated dynamic energy system including risk-theory, and demand response.
DOI: 10.6084/m9.figshare.11567556.v1
title: Data Gephi

description: Data for Gephi Software<br>
DOI: 10.6084/m9.figshare.1213785.v1
title: Themes and Visual Elements in News Imagery about Climate Change: Codebook

description: This is the codebook we developed and used for content analysis described inRebich-Hespanha, S., Rice, R.E., Montello, D.R., Retzloff, S., Tien, S., and Hespanha, J.P. (2015) Image Themes and Frames in U.S. Print News Stories about Climate Change, Environmental Communication, 9(4), 491-519. doi:10.1080/17524032.2014.983534.This codebook was first published online at http://www.carseywolf.ucsb.edu/emi/global-climate-change-news-images in 2012. The first column indicates a broad Category for each theme, the second column contains the Specific Theme, the third column contains a description of the Specific Theme, and the fourth column contains the sequential number for the code. Themes (specific themes) were coded based on examination of the images. Categories were used only to group specific themes for greater conceptual ease in coding the images for specific themes. The codebook contains 118 specific Themes within 19 Categories. The final Categories, Themes, and specific wording is the result of multiple codings of the 350 images (see Rebich-Hespanha & Hespanha, 2014) using 123 codes by three coders, involving over 175,000 separate codings. All of the final 118 codes exhibited excellent agreements and reliabilities (calculated reliability values reported in the <em>Environmental Communication</em> manuscript referenced above). alse related:Rebich-Hespanha, S. & Hespanha, Joao P. (2014): Metadata table for 350 images associated with 200 randomly-selected US print news stories about climate change. figshare. http://dx.doi.org/10.6084/m9.figshare.1213654
DOI: 10.6084/m9.figshare.24511552.v1
title: Source data Textile system.zip

description: A twisting fabrication process for fibre electrodes which can be assembled into electronic threads and then integrated in electronic textile-based wearables.
DOI: 10.6084/m9.figshare.1227262.v1
title: Effect of sunlight on Maple Tree's

description: This experiment was done over two days at York University's Grasslands and Woodlots. On the first day, researcher's went to the Grassland's and found 20 Maple tree's. There were tree's found on the edge of the Grassland's and some near the middle area. After numbering 20 Maple tree's the researchers measured the distance from 1 of the 20 tree's to three of the closest tree's found near the Maple. This was done using a trasect tape. So the researcher would take the tape and put it on the edge of 1 Maple tree and measure the distance to the edge of any tree close to it. This was done for a total of 3 tree's that were closest to the original Maple tree. Next the researcher plucked off 3 leaves from the original Maple tree and measured its length using a centimeter ruler. The measurement was taken from the top of the leaf to just before the stem (so stem not incuded). Then the researcher had to calculate the percent open space by making a rectangle shape with his/her hand and putting it above the original tree to estimate how much light could be seen. This value was a percentage, so the researcher madean estimation. This whole procedure was done for a total of 20 seperate tree's so for the second, third, fourth...until the twentieth tree the researcher calculated the distance to 3 tree's, the leaf length and open space. On the second day the exact same procedure was done on 20 Maple tree's in the Woodlots.
DOI: 10.6084/m9.figshare.19485569.v1
title: Whole-exome sequencing in a recombinant inbred line population of hexaploid wheat as a useful resource for allele mining

description: Sequence variants (SNPs) identified through whole exome sequencing in bread wheat