cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23744730.v1
title: Symbiosis limits establishment of legumes outside their native range at a global scale

description: This page contains contains data files on legume trait data extracted from ILDIS (https://www.ildis.org/) and nodulation symbiosis trait data from Werner et al. (2014), https://www.nature.com/articles/ncomms5087, which was analyzed for publication in Simonsen et al. (2017), https://www.nature.com/articles/ncomms14790 and used in other subsequent publications. <br> "inv_dat_by_species_full_interp_w_uses_merged.csv" describes one dataset from Simonsen et al. (2017), where each row describes a legume species, all associated trait data (i.e. symbiotic nodule formation, annual vs. perrenial, etc) and species-level global distribution data (aggregated from presence/absence occurence in associated TDWG polygons). For descriptions of the global distribution patterns in native vs non-native ranges, species-level aggregated data on presence/absence is summarized by polygon counts within each introduction status (native, or non-native).
DOI: 10.6084/m9.figshare.7926737.v1
title: gVCF_HG03770

description: 1000 Genomes gVCF mapped to hs37d5 for HG03770. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/dv33wbmk2v
title: Data for: Forearc ages reveal extensive short-lived and rapid seafloor spreading following subduction initiation

description: Geochronological data for samples from the Izu-Bonin-Mariana Forearc.
DOI: 10.17632/j36vwzxzyc
title: Data for: Measuring multivariate risk preferences in the health domain

description: Full dataset
DOI: 10.17632/ytsnyp8d45
title: Data for: Estimating phytoplankton primary production by coupling pulse amplitude modulation and incubation methods

description: The following supplementary dataset consists of the fitted parameters of chlorophyll a diel dynamics, measured photosynthetically active radiation, primary production from incubation stations, and surface daily primary production for each station across four seasons.
DOI: 10.6084/m9.figshare.17334407.v1
title: A comparison of ImageJ and machine learning based image analysis methods to measure cassava bacterial blight severity

description: This dataset contains raw images and results from image analysis of cassava leaves infiltrated with <i>Xanthomonas</i>, the causal agent of cassava bacterial blight, a <i>Xanthomonas </i>mutant with decreased pathogenecity, and mock treatments. Leaves were imaged using a Raspberry Pi camera system at 0, 4, 6, and 9 days post inoculation. Disease symptoms on the leaf known as "watersoaked lesions" were segmented and analyzed using two different image analysis methods. First, the open-source software ImageJ and second, a machine learning tool developed in our lab. Both programs were compared for their ability to segment the lesions and distinguish between lesion types.
DOI: 10.6084/m9.figshare.20377236.v1
title: Facebook addiction and its related factors in medical students; Bangladesh context

description: This cross-sectional survey was conducted on 720 randomly selected medical students from eight public medical colleges from January to June 2022. Data were obtained using a semi-structured, self-reported questionnaire and analyzed using the SPSS v.23 programs. The Bergen Facebook Addiction Scale BFAS was used to assess Facebook addiction, while the Generalized Anxiety Disorder GAD-7, Patient Health Questionnaire PHQ-9, Perceived Stress Scale PSS10, Chen Internet Addiction Scale CIAS, and Pittsburg Sleep Quality Index PSQI was used to assess anxiety, depression, perceived stress, internet addiction, and sleep quality. Binary logistic regression was used to investigate the influence of several demographic, psychological, and behavioral characteristics on the likelihood of respondents being addicted to Facebook.
DOI: 10.6084/m9.figshare.12979910.v1
title: Chemically Programmable Microrobots Weaving a Web from Hormones

description: Data set related to Fig 3-Fig 5Data set related to Extended Data Fig 3 - Extended Data Fig 5
DOI: 10.6084/m9.figshare.23460830.v1
title: List of sUAS incidents reported at various online resources drone_incidents.ods

description: we conducted a search for sUAS incident reports published by news services and regulatory bodies and reviewed scientific publications related to sUAS safety requirements. This dataset contains a list of all identified incidents.
DOI: 10.17632/bm543vchc6
title: Python Scripts for Simulating, Analyzing, and Evaluating Dispersion Estimators

description: This presentation involves simulation processes, data analysis, and comparisons of conventional and proposed dispersion estimators. All the parameters and metrics used are based on the methodology presented in the article titled "Statistical Mirroring: A Robust Method for Statistical Dispersion Estimation" authored by Kabir Bindawa Abdullahi in 2024. For further details, you can follow the publication of the paper submitted to MethodsX Elsevier Publishing. 

The presentation is categorized into six (6) comprehensive sections:

* Section 1: Importation of useful libraries and other implemented codes.
* Section 2: Definition of basic functions used in the simulation process, data analysis, and evaluation of estimator performance.
* Section 3: Presentation of the simulation process, data analysis, evaluation, and comparison of estimators under normal distribution.
* Section 4i: Presentation of the simulation process, data analysis, evaluation, and comparison of some dispersion estimators under Gaussian mixture model distribution (I).
* Section 4ii: Presentation of the simulation process, data analysis, evaluation, and comparison of some dispersion estimators under Gaussian mixture model distribution (II).
* Section 5: Presentation of the data analysis and comparison of dispersion estimators under different temperature measurement scales using a real-life dataset.
* Section 6: Set duplication-invariance of dispersion estimators."

NOTE: Data users can choose between downloading the complete folder, which includes processed files and results, or opting for the alternative of downloading the Python script. In the latter scenario, users MUST uncomment and rerun the script to generate fresh files and results. For the former option, users CAN uncomment and rerun the script to update and obtain new results.
DOI: 10.17632/wh44wh544p
title: Deidentified data 

description: This data set was used for the analysis of paper entitled " Clinical outcomes of immunomodulatory therapies in the management of COVID-19: a tertiary-care experience from Pakistan"
DOI: 10.6084/m9.figshare.7529270.v1
title: Co-expression in CA4 brain region

description: This co-expression data set is computed over samples related to CA4 brain region using data sets from Allen Human Brain Atlas H0351.2001, H0351.2002, H0351.1009, H0351.1012, H0351.1015, H0351.1016.It is a part of HEterogeneous Network-based data set for Alzheimer's disease (HENA) that brings together Alzheimer's disease related data from well known public collections, as well as novel data sets generated by the members of AgedBrainSYSBIO consortium.
DOI: 10.6084/m9.figshare.21500238.v1
title: Supplementary Material for: Effect of Past Pharmacotherapy for Attention-Deficit/Hyperactivity Disorder on Substance Use Disorder

description: <b><i>Background:</i></b> Substance use disorders (SUDs) are a considerable public health problem. Attention-deficit/hyperactivity disorder (ADHD) frequently occurs in patients with SUD. Several studies demonstrated that ADHD constitutes a significant risk factor for the development of SUDs and suggest that childhood ADHD pharmacotherapy might help prevent development of SUD. <b><i>Objectives:</i></b> The study aimed to explore the effect of childhood ADHD pharmacotherapy on later life’s functional impairment and substance use patterns. <b><i>Methods:</i></b> Treatment-seeking SUD patients with ADHD (<i>n</i> = 52) were recruited from various rehabilitation facilities in South Africa. Adult ADHD individuals without SUD (<i>n</i> = 48) were recruited from clinicians, retail pharmacies, and the general public. SUD participants in rehabilitation facilities were screened for and diagnosed with ADHD. Lifetime substance use was assessed using self-report. ADHD-related functional impairment was assessed by the Weiss Functional Impairment Rating Scale (WFIRS). Information on present and lifetime use of ADHD medication was obtained. Clinical outcomes between those with and without a history of ADHD pharmacotherapy were compared. <b><i>Results:</i></b> Medicated participants (<i>n</i> = 59) showed lower levels of ADHD-related impairment across all functional domains (<i>p</i> &lt; 0.001), compared to non-medicated participants (<i>n</i> = 41). They also consumed less alcohol (<i>p</i> = 0.04), cannabis (<i>p</i> &lt; 0.001), and illicit drugs (<i>p</i> = 0.006) compared to the non-medicated group. Furthermore, medicated participants had a lower frequency of tobacco use compared to non-medicated participants (<i>p</i> = 0.04). ADHD patients without SUD also more often received medication (100% vs. 18.6%; <i>p</i> &lt; 0.001) and for a longer time (121.10 vs. 9.52 months; <i>p</i> &lt; 0.001). <b><i>Conclusion:</i></b> Childhood ADHD pharmacotherapy might be associated with a decreased risk for substance use in adulthood and lower ADHD-related impairment. Despite study limitations, these findings underline the importance of early ADHD detection and treatment, which might prevent SUD.
DOI: 10.6084/m9.figshare.3531677.v1
title: Appendix A. Niche breadth calculations and properties.

description: Niche breadth calculations and properties.
DOI: 10.6084/m9.figshare.3568743.v1
title: Appendix E. Within-area supplementary results: result descriptions, model selection tables and within-area intrinsic effect plots.

description: Within-area supplementary results: result descriptions, model selection tables and within-area intrinsic effect plots.
DOI: 10.17632/7bbph66tn9
title: Dataset for Chicken Quality Evaluation

description: It contains high-quality images of Chicken at 22 different timestamps:- 09.30 AM, 09.50 AM, 10.20 AM, 10.40 AM, 11.10 AM, 11.30 AM, 11.50 AM, 12.10 PM, 12.30 PM, 06.20 PM, 06.50 PM, 07.10 PM, 08.30 PM, 08.50 PM, 09.20 PM, 09.40 PM, 10.00 PM, 10.30 PM, 10.55 PM, 11.20 PM, 11.40 PM, and 12.05 AM timestamps.

The authors want to thank Sri Snehasis Guha, PIC of Malda Polytechnic, 5th-semester students of the department of Food Processing Technology, Malda polytechnic, Government of West Bengal, India, for their support.
DOI: 10.17632/83gckxk7kp
title: Systematic Literature Review. Quality of care and Patient Satisfaction

description: Articles found in Scopus and WoS in order to perform a systematic literature review of the relationship that exists between quality of care and patient satisfaction. This file has a classification of the articles, so the main lines, sublines, methodologies and principal characteristics are identified.
DOI: 10.6084/m9.figshare.26767825.v1
title: <b>CONSIDERING THE INFLUENCE OF SMART BOARDS ON STUDENTS’ ACADEMIC PERFORMANCE: A CHOICE BETWEEN ICT OR TRADITIONAL PEDAGOGY</b>

description: <i>The survey questionnaire used was created with the sole intention of gathering information from respondents which are the Students of Landmark University, on how they felt about the impact of the deployment of the smartboard on their academic and learning experiences. The study’s population is made up of 3134 university undergraduate students, and the sample size was 342. Using the regression coefficient, the hypothesis was developed and evaluated. This finding demonstrates that there was a substantial association between the two variables and that students' academic performance was not significantly impacted by smart board use.</i>
DOI: 10.6084/m9.figshare.6449069.v1
title: Additional file 9: of De novo transcriptome assembly of Pueraria montana var. lobata and Neustanthus phaseoloides for the development of eSSR and SNP markers: narrowing the US origin(s) of the invasive kudzu

description: SNPs_CPP02_vs_Pmnk6_CPP27. High-confidence single nucleotide polymorphisms between tropical kudzu CPP02 (reference: Ref) and a composite transcriptome comprising reads from kudzu accessions CPP27 and Pmnk6 (variant: Var). Abbreviations as described for Additional file 6. (XLSX 11520 kb)
DOI: 10.17632/fwbnvhw4yp
title: Pet Friendly Hotels

description: Datasets examining the stance and attitudes of demand side (guest with pets and guest without pets) regarding the presence of pets in hotels.
3 separate surveys:
a) Primary research with questionnaires (N=487)
b) Secondary research with social media metadata (N=419)
c) Supplementary primary research (N=50)
DOI: 10.17632/rmzfz37tmw
title: 2018-2019 Comparison of Nontechnical Skills Grading Rubrics for OR In Situ Simulation for General Surgery and Ob/Gyn Resident Data

description: 2018-2019 Comparison of Nontechnical Skills Grading Rubrics for OR In Situ Simulation for General Surgery and Ob/Gyn Residents Data. This data consists of the Likert scale grading of participants in an in situ simulation for their confidence in handling an intraoperative PE and intraoperative anaphylactic shock as well as their knowledge of the TeamSTEPPS® rubric. Additionally, this data set contains survey data on their awareness of the crisis resources at our hospital, namely a crisis checklist and our safety fellow. Finally, this data contains the grades of 2 independent observers who monitored the simulations and used the TPOT® and NOTSS® rubric to grade their team performance.
DOI: 10.17632/wg4dmwddjy
title: 3D composite architectures manufactured via AFP for improved delamination resistance - Repeated Segment Stacking

description: Composite laminates are vulnerable to delamination failure between the plies. With the increased usage of Automated Fibre Placement (AFP) to manufacture composites it is important to develop delamination mitigation strategies which are compatible with AFP manufacture. In this work we highlight the strategy of segmenting plies and stacking segment-by-segment via AFP, rather than ply-by-ply, to provide interlocks which resist delamination. We develop a novel category of segmented ply laminates, `Repeated Segment Stacking (RSS)’, to create significant through-thickness fibre reinforcements throughout the laminate thickness with AFP. We demonstrate successful AFP prototyping of the RSS mesostructures, including the ability to control the fibre undulation geometry. Our results show that low amplitude designs provide reinforcement across all horizontal planes whilst not significantly compromising in-plane performance, whilst increased amplitude designs mimic the impact resistant Herringbone structure of the Mantis shrimp’s dactyl club. Experimental testing to HVI, LVI, and CAI reveals the RSS designs reduce the delamination footprint and can contain damage at undulation boundaries. This first investigation of these original concepts demonstrates that the proposed RSS concept provides a promising development route for AFP-manufactured delamination resistant CFRP structures.

This repository contains raw data from the HVI, LVI & CAI tests and c-scan data post impact.
DOI: 10.6084/m9.figshare.19308122.v1
title: Supplementary Material for: Latest insights on the diagnostic approaches and treatment strategies of COVID-19

description: Background: COVID-19 has emerged as the most serious pandemic in the 21st century to date. COVID-19 patients may develop various disease symptoms that hinder the accurate clinical diagnosis. Summary: Routine diagnosis of COVID-19 requires complementary investigations, including computed tomography, immunological assays, and molecular assays like real-time RT-PCR, loop-mediated isothermal amplification (RT-LAMP), metagenomic next-generation sequencing (NGS), and CRISPR-based assays. Clinically approved antiviral drugs available for the COVID-19 treatment are very limited. The most common measurements that enhance health condition and patients’ viability are conservation fluid management, oxygen therapy, and antibiotics. Several therapeutic options have been developed or repurposed to prevent virus replication and/or modulate the immune response against virus infection. These options include various drugs that affect virus entry and membrane fusion, inhibit polymerase and protease activity, suppress the host pro-inflammatory cytokines, and utilize cell therapy approaches. Key Messages: In this review, we aimed to provide an up-to-date discussion on the current diagnostic options and therapeutic strategies used to control and manage COVID-19 in clinical and point-of-care settings.
DOI: 10.6084/m9.figshare.28889789.v1
title: <b>Dataset Metabolomic snakehead fish and Mackerel</b>

description: This data is supplement research paper with title: Base Metabolomics of Snakehead and Mackerel Fish Using LC-HRMS for Tropical Geographic Authentication and Quality Assessment. The study aimed to identify unique chemical signatures and biomarkers indicative of the geographic origin and rearing conditions of these fish. Samples were collected from two geographically distinct regions: Palembang (GP) and Jambi (GJ) in South Sumatra, Indonesia
DOI: 10.17632/zzvdcf9cr8
title: The effect of relative advantage and compatibility on interest in using e-wallet ShopeePay in SMK Bisnis Indonesia students

description: This data presents some data used to measure the relative advantage and compatibility related to the interest in using the ShopeePay e-wallet in vocational high school students. In obtaining the data, the researchers employed surveys distributed online. It was done because it was still in a state of the COVID-19 pandemic, making it impossible to do it offline. In the online survey, several statements were presented that had to be filled out by students as respondents. Each variable consisted of several questions, including relative advantage (ten items), compatibility (ten items), and interest in using the ShopeePay e-wallet (six items). The research sample was 97 students, using proportional stratified random sampling. The data was obtained from February to March at SMK Bisnis Indonesia, which is in East Jakarta, Indonesia. From the online survey, the data were then analyzed using the SPSS version 21 program. The data obtained are expected to help entrepreneurs in the e-wallet field in the future to develop more innovative services so that target users among students have an interest in using an e-wallet, and efforts to improve the cashless society movement are getting wider.
DOI: 10.6084/m9.figshare.12759833.v1
title: Metadata record for: HyperKvasir, A comprehensive multi-class image and video dataset for gastrointestinal endoscopy

description: This dataset contains key characteristics about the data described in the Data Descriptor HyperKvasir, A comprehensive multi-class image and video dataset for gastrointestinal endoscopy. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format
DOI: 10.6084/m9.figshare.12783395.v1
title: Anharmonicity measure for materials: Figures

description: This dataset contains the raw data and scripts to create figures in <br>Florian Knoop, Thomas A. R. Purcell, Matthias Scheffler, and Christian Carbogno, Phys. Rev. Materials 4, 083809 (2020)
DOI: 10.6084/m9.figshare.28485266.v1
title: raw data.xlsx

description: These data were collected from 2022 to 2025 on gannet occupancy.
DOI: 10.6084/m9.figshare.12429905.v1
title: Alignment files

description: - Alignment references in Fig.4,5,S6,S7<br>
DOI: 10.6084/m9.figshare.20237199.v1
title: Supplementary Material for: Smoking-interaction loci affect obesity traits: a gene-smoking stratified meta-analysis of 545,131 Europeans

description: Introduction: Although many studies have investigated the association between smoking and obesity, very few have analyzed how obesity traits are affected by interactions between genetic factors and smoking. Here, we aimed to identify the loci that affect obesity traits via smoking status-related interactions in European samples. Methods: We performed stratified analysis based on the smoking status using both the UK Biobank (UKB) data (N = 334,808) and the Genetic Investigation of ANthropometric Traits (GIANT) data (N = 210,323) to identify gene-smoking interaction for obesity traits. We divided the UKB subjects into two groups, current smokers and nonsmokers, based on the smoking status, and performed genome-wide association study (GWAS) for body mass index (BMI), waist circumference adjusted for BMI (WCadjBMI), and waist-hip ratio adjusted for BMI (WHRadjBMI) in each group. And then we carried out the meta-analysis using both GWAS summary statistics of UKB and GIANT for BMI, WCadjBMI, and WHRadjBMI, and computed the stratified P-values (Pstratified) based on the differences between meta-analyzed estimated beta coefficients with standard errors in each group. Results: We identified four genome-wide significant loci in interactions with the smoking status (Pstratified &lt; 5×10–8); rs336396 (INPP4B) and rs12899135 (near CHRNB4) for BMI, and rs998584 (near VEGFA) and rs6916318 (near RSPO3) for WHRadjBMI. Moreover, we annotated the biological functions of the SNPs using expression quantitative trait loci (eQTL) and GWAS databases, along with publications, which revealed possible mechanisms underlying the association between the smoking status-related genetic variants and obesity. Conclusions: Our findings suggest that obesity traits can be modified by the smoking status via interactions with genetic variants through various biological pathways.
DOI: 10.6084/m9.figshare.5126194.v1
title: Supplementary Material for: Impact of Age, Race and Ethnicity on Dialysis Patient Survival and Kidney Transplantation Disparities

description: <b><i>Background:</i></b> Prior studies show that African-American and Hispanic dialysis patients have lower mortality risk than whites. Recent age-stratified analyses suggest this survival advantage may be limited to younger age groups, but did not concurrently compare Hispanic, African-American, and white patients, nor account for differences in nutritional and inflammatory status as potential confounders. Minorities experience inequities in kidney transplantation access, but it is unknown whether these racial/ethnic disparities differ across age groups. <b><i>Methods:</i></b> The associations between race/ethnicity with all-cause mortality and kidney transplantation were separately examined among 130,909 adult dialysis patients from a large national dialysis organization (entry period 2001-2006, follow-up through 2009) within 7 age categories using Cox proportional hazard models adjusted for case-mix and malnutrition and inflammatory surrogates.<b><i> Results:</i></b> African-Americans had similar mortality versus whites in younger age groups (18-40 years), but decreased mortality in older age groups (&gt;40 years). In contrast, Hispanics had lower mortality versus whites across all ages. In sensitivity analyses using competing risk regression to account for differential kidney transplantation rates across racial/ethnic groups, the African-American survival advantage was limited to &gt;60-years age categories. African-Americans and Hispanics were less likely to undergo kidney transplantation from all donor types versus whites across all ages, and these disparities were even more pronounced for living donor kidney transplantation (LDKT). <b><i>Conclusions:</i></b> Hispanic dialysis patients have greater survival versus whites across all ages; in African-Americans, this survival advantage is limited to patients &gt;40 years of age. Minorities are less likely to undergo kidney transplantation, particularly LDKT, across all ages.