cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14400992.v1
title: Raw Data AFT.xlsx

description: Background: Normative data for autonomic function tests (AFT) is not available for Indian population. The aim of the study is to establish normative data in AFT and its correlation with age, gender and body mass index (BMI). Methods: The study was done on 254 healthy subjects of age ≥18 years. All AFTs were done in autonomic laboratory at the department of Neurology, Christian Medical College and Hospital, Ludhiana. Cardiovascular tests (Heart rate response to deep breathing (HRDB), HR changes in Valsalva manuever and Head – up tilt test (HUT)) and quantitative sudomotor axon reflex testing (QSART) were performed in all the subjects. Fifty subjects underwent Thermoregulatory sweat test (TST). Results: The mean age (±SD) of study participants was 43±16.0 years (range 20-84), and 129 (50.8%) were men. The normative value range (2.5 percentile to 97.5 percentile) for HR difference, E:I ratio and Valsalva ratio(VR) was 3.5-47.0, 1.05-1.93 and 1.11-2.64 respectively for all the subjects. HR difference and E:I ratio showed an significant inverse relation with age (r= -0.623 and r= -0.584 respectively). VR also showed an inverse relation with age (r=-0.575, p=&lt;0.001), and female had a lower value than male (1.63 vs 1.78, p=&lt;0.001). In QSART, sweat volume was higher in males (0.630±0.230) compared to females (0.513±0.132) for all sites, p&lt;0.001 and similar trend was noticed for sweat area in TST. Conclusion: Normative AFT data has been established for Indian population for the first time. The values are comparable to previously published studies.
DOI: 10.6084/m9.figshare.20326611.v1
title: COVID_19 Data.dta

description: Data collected on side effects experienced following COVID-19 vaccination, inlcliding socio-demographic variables.
DOI: 10.6084/m9.figshare.24204045.v1
title: <b>Validity and Reliability Evidence and Norms of the Spanish Version of the Sexual Inhibition/Sexual Excitation Scales-Short Form</b>

description: <b>Validity and Reliability Evidence and Norms of the Spanish Version of the Sexual Inhibition/Sexual Excitation Scales-Short Form</b>This study was approved by the Ethics Committee in Human Research at the University of Granada.
DOI: 10.6084/m9.figshare.25196555.v1
title: Metabolic cost data

description: Data extracted from the literature in articles that have cost measurements in treadmill running at speeds between 8 and 25 km/h with an incline of 0 and 1%, for adults aged between 18 and 45 years
DOI: 10.17632/ghrbks7m9t
title: Original data for research article 'Does game-irrelevant chatting stimulate high-value gifting in live streaming? A session-level perspective'

description: Original data for research article 'Does game-irrelevant chatting stimulate high-value gifting in live streaming? A session-level perspective'
DOI: 10.17632/nxvhhzjyjx
title: ATRU-3 fault diagnosis

description: Fifteen health conditions were collected from avionics 24-pulse ATRU-1. The health conditions of avionics ATRUs include healthy, faulty with main rectifier bridges, faulty with assist rectifier bridges, faulty with the wind, and faulty with the input voltage. The data contain output voltage signal and the input current signal collected from ATRUs under different health conditions.
DOI: 10.6084/m9.figshare.28729127.v2
title: MLOmics: Cancer Multi-Omics Database for Machine Learning

description: Framing the investigation of diverse cancers as a machine learning problem has recently shown significant potential in multi-omics analysis and cancer research. Empowering these successful machine learning models are the high-quality training datasets with sufficient data volume and adequate preprocessing. However, while there exist several public data portals including The Cancer Genome Atlas (TCGA) multi-omics initiative or open-bases such as the LinkedOmics, these databases are not off-the-shelf for existing machine learning models. we propose MLOmics, an open cancer multi-omics database aiming at serving better the development and evaluation of bioinformatics and machine learning models. MLOmics contains 8,314 patient samples covering all 32 cancer types with four omics types, stratified features, and extensive baselines. Complementary support for downstream analysis and bio-knowledge linking are also included to support interdisciplinary analysis.
DOI: 10.17632/c2gw7fy2j4
title: Web page phishing detection

description: The provided dataset includes 11430 URLs with 87 extracted features. The dataset are designed to be used as a a benchmark for machine learning based phishing detection systems. Features are from three different classes: 56 extracted from the structure and syntax of URLs, 24 extracted from the content of their correspondent pages and 7 are extracetd by querying external services. The datatset is balanced, it containes exactly 50% phishing and 50% legitimate URLs. Associated to the dataset, we provide Python scripts used for the extraction of the features for potential replication or extension. Datasets are constructed on May 2020. dataset_A: contains a list a URLs together with their DOM tree objects that can be used for replication and experimenting new URL and content-based features overtaking short-time living of phishing web pages. dataset_B: containes the extracted feature values that can be used directly as inupt to classifiers for examination. Note that the data in this dataset are indexed with URLs so that one need to remove the index before experimentation.
DOI: 10.17632/z7gtkhycb8
title: Usefulness of GeoGebra in development of cognitive and affective domain

description: This data describes the responses from the teachers on the role of GeoGebra in development of affective and cognitive domain in learning Limits and continuity of function
DOI: 10.6084/m9.figshare.14279084.v1
title: RAPID DETECTION OF VITAMIN C CONTENT IN FRUITS AND VEGETABLES USING A DIGITAL CAMERA AND COLOR REACTION

description: In this study, we propose a novel method to determine the vitamin C content in fruits and vegetables. The proposed method exploits the image and data processing abilities of computers by coupling a digital camera and a color reaction. An image acquisition device was developed to collect the image information of the solution to be measured after the color reaction. The corresponding RGB and Lab color components were obtained by an image analysis software. Further, the standard curves of the vitamin C concentration and color component were established by nonlinear, linear, and multivariate data fitting. The detection range was 0.81-20.00 µg mL-1 (R2 = 0.9994), LOD was 0.24 µg mL-1, LOQ was 0.81 µg mL-1, accuracy was 98.95%, and precision was determined with an RSD of 0.73%. A comparison of the results confirmed that the proposed method’s accuracy was higher than that of the spectrophotometric method. The proposed method has a simple design and facilitates easy operation, and the cost of the equipment is only US$ 31.43. Therefore, it can replace the traditional spectrophotometric method for the determination of vitamin C content in fruits and vegetables and is highly applicable in the food, chemical, and medical fields.
DOI: 10.6084/m9.figshare.7578557.v1
title: HEK293 nicastrin knockout NFKB-responsive luciferase assay

description: These data are the results of an NFKB-responsive luciferase assay of HEK293 wildtype cells and cells knocked out for nicastrin. Renilla luciferase was co-transfected as a transfection efficiency control.<br>
DOI: 10.6084/m9.figshare.951973.v4
title: R-package for replication studies for Windows

description: R-package for Windows
DOI: 10.17632/hmp8vbyw5m
title: Data for: Data survey on the factors affecting students' satisfaction and academic performance among private universities in Vietnam

description: The raw data which recruited from students who are studying at private universities in Vietnam shows the effect of factors on student satisfaction and their academic performance.
DOI: 10.6084/m9.figshare.12904595.v4
title: Undergraduate Medical Education during Coronavirus Disease 2019: Scope and Limitations

description: The survey data gives an impression on current situation of medical education in Bangladesh amid Covid-19 pandemic from students' perspective.
DOI: 10.6084/m9.figshare.15015579.v1
title: Feline-TB-EALF-6

description: Feline-EALF
DOI: 10.6084/m9.figshare.24975024.v2
title: <b>Homologous recombination deficiency unrelated to platinum and PARP inhibitor response in cell line libraries</b>

description: While large publicly available cancer cell line databases are invaluable for preclinical drug discovery and biomarker development, the association between homologous recombination deficiency (HRD) and drug sensitivity in these resources remains unclear. In this study, we comprehensively analyzed molecular profiles and drug screening data from the Cancer Cell Line Encyclopedia. Unexpectedly, gene alterations in <i>BRCA1/2</i> or homologous recombination-related genes, HRD scores, or mutational signature 3 were not positively correlated with sensitivity to platinum agents or PARP inhibitors. Rather, higher HRD scores and mutational signature 3 were significantly associated with resistance to these agents in multiple assays. These findings were consistent when analyzing exclusively breast and ovarian cancer cell lines and when using data from the COSMIC Cell Line Project. Collectively, the existing data from established cancer cell lines do not reflect the expected association between HRD status and drug response to platinum agents and PARP inhibitors in clinical tumors. This discrepancy may extend to other tumor characteristics, highlighting the importance of recognizing potential limitations in cell line data for researchers.
DOI: 10.6084/m9.figshare.27198693.v1
title: <i>Cannabis sativa</i> L. (Pink pepper) whole genome alignment data set

description: NUCmer : v3.1, -l 40, -g 90, -b 100, -c 200dnadiff : v1.3, basic parameterQuery Genbank No.: Abacus, GCA_025232715.1; Cannbio-2, GCA_016165845.1; JL, GCA_013030365.1; cs10, GCA_900626175.2; Finola, GCA_003417725.2; Purple_kush, GCA_000230575.5p01 ~ p10 : Pink pepper (reference) chromosome number.
DOI: 10.6084/m9.figshare.c.3640640_d2.v1
title: Additional file 1: of Protein Sequence Annotation Tool (PSAT): a centralized web-based meta-server for high-throughput sequence annotations

description: Summary data for PSAT analysis of RV1423. (XLSX 1543Â kb)
DOI: 10.17632/36g56m2v99
title: Data for Socioeconomic determinants of urban fire risk: A city-wide analysis of 283 Chinese cities from 2013 to 2016

description: This dataset contains socioeconomic data derived from China City Statistical Yearbook and urban fire risk data derived from China Fire Yearbook, and the name of the specific statistical item is consistent with the name in the yearbook.
DOI: 10.17632/6tckpnzgdt
title: Replication data for: Wells or Welfare? Macroeconomic Implications of the Canadian Oil Subsidy

description: This repository contains a Readme file and a replication data for the paper: "Wells or Welfare? Macroeconomic Implications of the Canadian Oil Subsidy". 

The study constructs a general equilibrium model to investigate the macroeconomic effects of oil production and investment subsidies. To make the model reflect real-life situations, the study incorporates Canadian economic data and uses a Bayesian method to fine-tune the model. Although subsidies boost the short-term economic effects of oil price shocks, they lead to overall losses in economic welfare over time, regardless of the channel through which they are provided. The study shows that a less aggressive headline inflation-targeting monetary policy combined with an efficient tax system is more beneficial in terms of welfare maximisation. The findings suggest three essential and complementary policies: a gradual phase-out of oil subsidies, starting with investment subsidies due to their relatively high welfare cost; increased investment in the green energy sector to reduce carbon footprints and offset the decline in oil and gas sectors; and improved coordination between fiscal and monetary policies.
DOI: 10.17632/9gdp3jrr79
title: pre- and post-impact flow series

description: pre- and post-impact flow series
DOI: 10.26180/24521446.v2
title: RNAseq from P4 murine whole kidneys with Polycystic Kidney Disease

description: Snap frozen Postnatal day4 murine kidney tissues were crushed using micropestles in RLT Buffer and RNA was extracted from these tissues using QiaShredders followed by Qiagen RNAeasy Mini Kits according to manufacturer’s protocol. RNA concentration and integrity were determined by Aligent bioanalyzer. cDNA library preparation was carried out using NEB Next Ultra Directional RNA Library Prep Kit for Illumina RNA sequencing (E7420S) and sequenced on an Illumina HiSeqX10 machine in 150 bp paired end format. Sequence data was processed with Skewer adaptor trimmer and mapped with HiSat2 to the <i>Mus musculus</i> GRCm38_v90 genome assembly. The resulting Bam files are provided here.<br>Samples were from Control Cre (<b><i>Hoxb7-cre</i></b><i>)</i> mice, <i>Aurka flox/flox; Hoxb7-cre</i> (<i>Aurka</i> Knockout Out -<b>AKO</b>) mice, <i>Inpp5e flox/flox; Hoxb7-cre</i> (<i>Inpp5e</i> Knockout Out -<b>IKO</b>) mice, <i>Pkd1 flox/flox; Hoxb7-cre</i> (<i>Pkd1</i> Knockout Out -<b>PKO</b>) mice, <i>Inpp5e flox/flox; Aurka flox/flox; Hoxb7-cre</i> (<i>Inpp5e and Aurka</i><i> </i>double Knockout Out -<b>dKO-I</b>) mice, and <i>Pkd1 flox/flox; Aurka flox/flox; Hoxb7-cre</i> (<i>Pkd1 and Aurka</i><i> </i>double Knockout Out -<b>dKO-P</b>) mice.<br>Hoxb7-cre mediated deletion of floxed alleles specifically in the kidney collecting ducts.Inpp5e KO results in Polycystic Kidney Disease related to Joubert Syndrome.Pkd1 KO results in Autosomal Dominant Polycystic Kidney disease.Aurka KO had no phenotype and appeared normal.Hoxb7-cre control animals had no phenotype and appeared normal.Both Inpp5e and Aurka, and Pkd1 and Aurka double knockout mice exhibited a rescue in disease.<br>Sample labels abbreviated to groups as bolded above.<br>
DOI: 10.6084/m9.figshare.19119743.v1
title: Supplementary data and code

description: All code and data required to perform analyses in Palmer et al 2022<br>
DOI: 10.6084/m9.figshare.28578713.v1
title: The Role of AI in Cloud Security Metric Optimization.pdf

description: As cloud computing adoption continues to rise, security concerns become increasingly complex, requiring more advanced solutions to manage risks effectively. Artificial Intelligence (AI) plays a pivotal role in optimizing cloud security metrics, enhancing threat detection, and improving incident response. This paper explores how AI-driven security metrics provide real-time insights, automate security operations, and reduce false positives in threat identification. We discuss key trends in AI for cloud security, including the use of deep learning, behavioral analytics, and AI powered security orchestration. Additionally, future directions such as explainable AI, quantum computing integration, and zero-trust security frameworks are analyzed. The paper concludes with best practices for organizations to effectively implement AI-driven security metric optimization.
DOI: 10.6084/m9.figshare.5112991.v1
title: A Lagrangian approach to elastic turbulence in a curvilinear microfluidic channel

description: <b>A Lagrangian approach to elastic turbulence in a curvilinear microfluidic channel: <br>Particle dispersion in a dissipative chaotic flow</b><br><br>Elastic turbulence, a random in time flow which can drive efficient mixing in microfluidics, serves as a laboratory for non-linear and out-of-equilibrium classical physics. <br><br>The literature to date shows that previous measurements of elastic turbulence have been limited to two-dimensions. By means of a direct three-dimensional Lagrangian particle tracking technique [1], we have established an experimental database of about 10<sup>7</sup> trajectories derived from passive tracers in elastic turbulence, generated in a curvilinear microfluidic tube.<br><br>This dataset has allowed us to study the dispersion of pairs in the chaotic flow. It has revealed that the smoothness assumption, which is at the basis of the theoretical frameworks commonly employed in the study of elastic turbulence, breaks at scales far smaller than previously believed, and that <i>ballistic pair dispersion</i> holds over much longer distances than expected. [2]<br><br>The experimental dataset is made available here as we are certain it would prove useful once applied further analysis, not only as reference to compare with new theoretical, numerical and experimental results, but also in addressing novel basic questions in the field.<br><br><br>[1] Afik, E. Robust and highly performant ring detection algorithm for 3d particle tracking using 2d microscope imaging. <i>Sci. Rep.</i> 5, 13584; doi: 10.1038/srep13584 (2015).<br><br>[2] Afik, E. & Steinberg V. On the role of initial velocities in pair dispersion in a microfluidic chaotic flow. <i>Nat. Commun.</i>; doi: 10.1038/s41467-017-00389-8 (2017). <br><br>************************************************<br><br>The original file was split using:<br><br> split --number=l/15 ET_Lagrangian_smoothing_splines_all_20130219-20130227.h5 ET_Lagrangian_smoothing_splines_20130219-20130227.h5.<br><br>to merge back can use:<br><br>[UNIX]<br><br><code> cat ET_Lagrangian_smoothing_splines_20130219-20130227.h5.a{a..o} &gt; ET_Lagrangian_smoothing_splines_20130219-20130227.h5<br><br>[MS Windows]<br><br></code> copy /b ET_Lagrangian_smoothing_splines_20130219-20130227.h5.a* ET_Lagrangian_smoothing_splines_20130219-20130227.h5<br><br>To confirm integrity of the output file the MD5 checksum value is provided.<br><br><br>The attached Jupyter notebook <br> `A Lagrangian approach to elastic turbulence -- example notebook.ipynb` <br>is meant to provide a simple example of how to access information in the dataset; <br>ViTables (by PyTables) is another convenient way to explore the data.<br><br><br><br>
DOI: 10.6084/m9.figshare.14479437.v1
title: genes_to_phenotype.csv

description: provides a link between genes and HPO terms. All phenotype terms associated with any disease that is associated with variants in a gene are assigned to that gene in this file. Other files are available on our Jenkins server that filter terms according to provenance of the annotation and frequency of the features in the disease.<br>downloaded 24/04/2021 from:https://hpo.jax.org/app/download/annotation <br><br>Sebastian Köhler, Michael Gargano, Nicolas Matentzoglu, Leigh C Carmody, David Lewis-Smith, Nicole A Vasilevsky, Daniel Danis, Ganna Balagura, Gareth Baynam, Amy M Brower, Tiffany J Callahan, Christopher G Chute, Johanna L Est, Peter D Galer, Shiva Ganesan, Matthias Griese, Matthias Haimel, Julia Pazmandi, Marc Hanauer, Nomi L Harris, Michael J Hartnett, Maximilian Hastreiter, Fabian Hauck, Yongqun He, Tim Jeske, Hugh Kearney, Gerhard Kindle, Christoph Klein, Katrin Knoflach, Roland Krause, David Lagorce, Julie A McMurry, Jillian A Miller, Monica C Munoz-Torres, Rebecca L Peters, Christina K Rapp, Ana M Rath, Shahmir A Rind, Avi Z Rosenberg, Michael M Segal, Markus G Seidel, Damian Smedley, Tomer Talmy, Yarlalu Thomas, Samuel A Wiafe, Julie Xian, Zafer Yüksel, Ingo Helbig, Christopher J Mungall, Melissa A Haendel, Peter N Robinson, The Human Phenotype Ontology in 2021, Nucleic Acids Research, Volume 49, Issue D1, 8 January 2021, Pages D1207–D1217, https://doi.org/10.1093/nar/gkaa1043
DOI: 10.6084/m9.figshare.14821932.v1
title: Datasets for Tetrad analysis in plants and fungi

description: Datasets related to the publication of "Liu, H. <i>et al.</i> Tetrad analysis in plants and fungi finds large differences in gene conversion rates but no GC bias. <i>Nature Ecology & Evolution</i> <b>2</b>, 164–173 (2018)."<br><b>File descriptions:</b><br><b>Genotype files:</b>A.zip C1.zipC2.zipC3.zipN1.zipN2.zipN3.zipN4.zipS1.zipS2.zip<br>In each file, the first column is marker positions in the genome. The second and third columns are parental genotypes, the fourth to seventh columns are genotypes of the four spore in this tetrad. In Arabidopsis, the tetrad seeds are diploid, the genotype of meiotic seed is represented by 'C' or 'H', 'C' indicates homogenous Col genotype, ‘H’ indicates heterozygous Col/Ler genotype.<br><br><br><b>List of all CO, NCO and GC events:</b><br><br>All.events.June.2021.xlsx<br><br><br>P.S.: This is a copy of files originally hosted in https://gattaca.nju.edu.cn/pub_data.html<br><br>
DOI: 10.6084/m9.figshare.21829230.v1
title: PTSD in ICD-10 and proposed ICD-11 in elderly with childhood trauma: prevalence, factor structure, and symptom profiles

description: The proposal for ICD-11 postulates major changes for posttraumatic stress disorder (PTSD) diagnosis, which needs investigation in different samples. To investigate differences of PTSD prevalence and diagnostic agreement between ICD-10 and ICD-11, factor structure of proposed ICD-11 PTSD, and diagnostic value of PTSD symptom severity classes. Confirmatory factor analysis and latent profile analysis were used on data of elderly survivors of childhood trauma (&gt;60 years, <i>N</i>=399). PTSD rates differed significantly between ICD-10 (15.0%) and ICD-11 (10.3%, <i>z</i>=2.02, <i>p=</i>0.04). Unlike previous research, a one-factor solution of ICD-11 PTSD had the best fit in this sample. High symptom profiles were associated with PTSD in ICD-11. ICD-11 concentrates on PTSD's core symptoms and furthers clinical utility. Questions remain regarding the tendency of ICD-11 to diagnose mainly cases with severe symptoms and the influence of trauma type and participant age on the factor structure.
DOI: 10.6084/m9.figshare.28765556.v1
title: Applying Cheminformatics to Develop a Structure Searchable Database of Analytical Methods

description: This was a joint presentation given at the NEIC Environmental Technical Summit in May 2024 about the EPA's Analytical Methods and Open Spectra (AMOS) database. It presents challenges faced in the creation of AMOS including the harmonization of chemical identifiers from a vast number of sources, and the process of manually annotating and extracting the chemistry from analytical method documents. There is a brief overview of some of the features in AMOS such as the general search for methods and fact sheets, batch searching by DTXSID, and spectrum searching, to name a few. In addition, some preliminary work on the EPA's Chemical Function Taxonomy (ChemFuncT) is discussed.
DOI: 10.6084/m9.figshare.9873701.v3
title: ncomm_McLaughlin_2019.xlsx

description: The information in this file summarizes the data used to generate the plots in the article entitled <b>"Injectable human recombinant collagen matrices limit adverse remodeling and improve cardiac function after myocardial infarction" by </b>McLaughlin et al. This data is property of University of Ottawa Heart Institute Research Corporation.
DOI: 10.17632/wfb94y569h
title: Attitude and Intention to Use Chatbots in e-Commerce: The Moderating Role of Personal Innovativeness

description: This dataset is collected from 312 survey respondent. The unit of analysis in this study is e-commerce users in Indonesia who have used e-commerce and have experienced problems with it, such as service failures, dissatisfaction, and difficulties. The research approach uses quantitative methods, such as surveys/questionnaires using Google Forms, to measure six variables. The questions measure consumers' responses using Likert’s scales. The scale ranges from 1= strongly disagree to 5= strongly agree. There are six variables; perceived usefulness, perceived ease of use, perceived accuracy, perceived completeness, personal innovativeness, attitude and intention to use. The SmartPLS 4.0 program will analyze the collected data. Each variable will be investigated thoroughly.
DOI: 10.6084/m9.figshare.19107269.v1
title: Questionnaire used data collection

description: the data collection sheet <br>