cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.4978145.v3
title: Association results of neuroblastoma subtypes

description: Association results of 11q-deletion neuroblastoma (discovery)Association results of 11q-deletion neuroblastoma (replication)<br>Association results of 1p-deletion neuroblastoma (discovery)<br>Association results of MNA neuroblastoma (discovery)<br>
DOI: 10.6084/m9.figshare.7159553.v1
title: DMA data

description: DMA data of bulk polymer at different temperatures and frequencies.
DOI: 10.6084/m9.figshare.1025792.v4
title: Supplemental raw data for "Measures of Skin Conductance and Heart Rate in Alcoholic Men and Women During Memory Performance." PeerJ, 2015

description: Raw physiological recording data corresponding to Sawyer KS, Poey A, Ruiz SM, Marinkovic K, Oscar-Berman M. (2015) Measures of skin conductance and heart rate in alcoholic men and women during memory performance. PeerJ 3:e941 https://dx.doi.org/10.7717/peerj.941. Files are in AD Instruments LabChart (adicht) format. Refer to the raw data spreadsheet for participant demographics (https://dx.doi.org/10.7717/peerj.941/supp-1).
DOI: 10.6084/m9.figshare.15131910.v1
title: China Daily News

description: China Daily news (15 March 2019-31 December 2019)
DOI: 10.6084/m9.figshare.19518802.v1
title: Lung

description: The folder contains: Metabolites-based_tissue and Metabolites_, Enzymes-, Reactions-based_PDGSMMs networks of lung cancer in graphml format; sample_sheet.tsv tabular file containing GDC samples metadata, namely clinical information of samples; dictionary_id excel file for correspondence between Biomodel (PDSGSMM) id and TCGA id.
DOI: 10.6084/m9.figshare.27899253.v1
title: Seismic data-PSTM-sgy

description: The seismic source is a four-gun array with a total volume of 1300 cubic inches. The bin spacing is 12.5m. The dominant frequency is ~50 Hz, and the recorded length is 12 s.The maximum and minimum offsets are 1722m and 234.5m.
DOI: 10.6084/m9.figshare.29070203.v2
title: MCDM Framework Dataset

description: This dataset supports advanced analysis of an innovative Multi-Criteria Decision Making (MCDM) framework designed to optimize the teaching and delivery of Physical Education (PE) curricula. The data is organized into three interconnected CSV files capturing stakeholder preferences, instructional method performance, and expert pairwise comparisons based on the Analytic Hierarchy Process (AHP).<b>Contents:</b><b>criteria_subcriteria_weights.csv</b>Detailed weights assigned to 25 sub-criteria grouped under five core evaluation dimensions (Pedagogical Quality, Student Engagement, Resource Availability, Inclusivity & Accessibility, Curriculum Flexibility).Weights represent the relative importance given by five different stakeholder groups: PE Teachers, Curriculum Experts, School Administrators, Students, and Policy Advisors.<b>instructional_methods_detailed_scores.csv</b>Normalized performance scores (0 to 1) of four instructional approaches—Lecture-Based, Game-Based, Blended, and Project-Based Learning—across all sub-criteria.Reflects hypothetical but realistic effectiveness, engagement, resource needs, inclusivity, and flexibility ratings for each method.<b>pairwise_comparisons.csv</b>Simulated pairwise comparison matrices from 10 respondents for the five core criteria, using Saaty’s scale (1/9 to 9), suitable as AHP input data.Enables calculation of criteria weights and consistency validation.<b>Purpose and Use:</b><br>The dataset is intended for researchers, educators, and decision scientists interested in multi-criteria evaluation, curriculum optimization, and educational policy modeling. It enables replication of the MCDM framework, sensitivity analyses, ranking of instructional strategies, and development of decision-support tools tailored to PE curriculum delivery.
DOI: 10.6084/m9.figshare.4867415.v1
title: Photophysiology, microbial ecology, chemistry data

description: All datâ available here Leggat et al 2019 Current Biology
DOI: 10.17632/bsgcy8ctnm
title: Degli Antoni, G. & Vittucci Marzetti, G. 2022 Estimating the effect on happiness through question randomization: An application to blood donation - Dataset

description: Data discussed and analyzed in the paper Degli Antoni, G. & Vittucci Marzetti, G. (2022), Estimating the effect on happiness through question randomization: An application to blood donation, Social Science & Medicine, DOI: 10.1016/j.socscimed.2022.115255
DOI: 10.17632/p27nwr4xz5
title: Data for: Building related energy poverty in developed countries — past, present, and future from a Canadian perspective.

description: Datafile for figures.
DOI: 10.6084/m9.figshare.24276916.v1
title: Haplotype-resolved genome assembly and annotation of Malus hybrid cultivar Flame and Malus hybrid cultivar Royalty

description: Malus cv. ‘Royalty’ and Malus cv. ‘Flame’ are representative ornamental crabapples, rich in flavonoids and serving as the preferred materials for studying the coloration mechanism.
DOI: 10.6084/m9.figshare.28236596.v2
title: A geospatial inventory dataset of study sites in a Korean Quaternary paleoecology database

description: We developed three datasets: <b>1. Publication Metadata</b>, <b>2. Site Inventory, and 3. Chron-Depth Collection</b>. The first two datasets are linked through Publication ID, and the last two datasets through Site ID (Figure 2). The Site Inventory dataset serves as the core of the other two datasets, including key information on study site and sample metadata (Table 1). The Publication Metadata contains citation details of the 66 articles covering study sites in the inventory dataset. The Chron-Depth Collection comprises chronological information used for sediment records of the sites.Details of each dataset follow as:<b>Publication Metadata</b> is organized to develop an inventory of study sites for Korean Quaternary paleoecology research. This dataset includes bibliographic data of articles (<i>n</i> = 66) regarding Korean Quaternary Paleoecology published in peer-reviewed Korean and international journals between 2003 and 2023. The dataset is formatted with nine categories: PublicationID, Authors, Publication Year, Title, Journal, Vol.Issue.Num.Pages, DOI, Written language, and type of study site. Regarding type of study sites, the publications are broadly categorized into two groups based on the primary goals of the sampling: paleo-site for sediment record and surface site for modern surface sample.<b>Site Inventory</b> has three worksheets: a) Inventory dataset has metadata from Korean Quaternary paleoenviromental research papers (n = 66) published in peer-reviewed journals between 2003 and 2023 (the publication list is found in the first data file, "Publication Metadata.xlsx"); b) Column description provides definitions for each column in the Inventory dataset worksheet; and c) Other Proxy Abbreviations<b> </b>explains the abbreviations used for proxies in the "Other Proxies" column of the Inventory Dataset worksheet.<b>Chron-Depth Collection</b> represents a total of 784 geochronological data from 72 Quaternary sediment records in South Korea. It comprises two worksheets:<b> </b>a) Chron-Depth dataset contains 9 columns, SiteID (corresponding to SiteID of the second data file, "Site Inventory.xlsx"), Dating method, SampleID, Material, Age_yrBP, Age.Err_yrBP, Depth_cm, d13C_per_mil, and d13C_error_per_mill, and b) Column description explains the definition of each column the 9 columns in the Chron-Depth dataset worksheet.<br>
DOI: 10.6084/m9.figshare.5241322.v1
title: Erratum: The Value of Neonatal Autopsy

description: <i>Background and Objective:</i> Neonatal autopsy rates were in decline internationally at the end of the last century. Our objective was to assess the current value of neonatal autopsy in providing additional information to families and healthcare professionals. <i>Methods:</i> We conducted a review of neonatal autopsies performed in a tertiary perinatal centre over an 11-year period. Primary outcomes measured were the annual neonatal autopsy rates and concordance rates between clinical and autopsy diagnoses of the primary cause of death. Secondary outcomes were the clinical, genetic and audit value of the examinations. Findings were used to inform the consent process, and the effect this had on institutional post-mortem rates was assessed over the subsequent 5-year period. <i>Results:</i> There was a marked decline in the annual neonatal autopsy rate from 73% in 1994 to 48% in 2004. 164 cases met the inclusion criteria for review. Complete concordance for cause of death was reached in 91% of cases. Previously unsuspected or unconfirmed clinical conditions, other than the primary cause of death, were uncovered at autopsy in 85 cases. Detailed information on inheritable conditions was obtained in 45 cases. Findings with perceived ‘audit value’ for clinical practice were identified in 29 cases. The dissemination of this information to staff and families contributed to the stabilisation of the consent rate in the following 5-year period. <i>Conclusion:</i> Neonatal autopsy remains a valuable diagnostic tool as it provides critical clinical and audit information for healthcare professionals and families.
DOI: 10.17632/4nwjyhjs46
title: Virtual Touch Toolkit: My Body in Your Hands

description: Virtual Touch Toolkit: My Body in Your Hands

Not all touch is pleasant with both individual and cultural differences in how affective touch is perceived
How we feel about touch depends on “who” is touching me, “where” and "why". For a more nuanced understanding of affective touch, we have created a Virtual Touch Toolkit (Najm et al., 2022). This novel digital touch tool allows for ecological testing which is particularly useful within the context of touch which is a personal and often intimate experience. With it we can more specifically test context driven effects: who, where, when and what will determine how we feel about touch . The tool captures both how we like to be touched but also how we use our sense of touch. The following data is from several instances of using the "My body in your hands" exercise including large citizen science projects as well as a User experience study in which all of the touch exercises were sampled. 

Funded by the German Research Foundation (DFG, Deutsche Forschungsgemeinschaft) as part of Germany’s Excellence Strategy – EXC 2050/1 – Project ID 390696704 – Cluster of Excellence “Centre for Tactile Internet with Human-in-the-Loop” (CeTI) of Technische Universität Dresden.
DOI: 10.17632/wvtx8ps724
title: Analyzing Construction Safety Training Methods and Evaluation Approaches to Improve Workers’ Risk Perception: A Literature Review

description: The construction industry is a large sector of the global economy and provides many jobs. Due to the nature of the industry, the workers are at a high-risk for an injury or a fatality. Construction safety training can teach workers how to avoid hazards and increase their risk perception, but current instruction methods do not seem to be lowering the rate of incident with fatality rates staying consistent throughout the years with the main cause of incident being human error. To improve current training methods and increase overall risk perception in construction workers, this paper aims to investigate different methods of conventional safety training and various techniques for measuring the effectiveness of safety training and propose approaches to improve typical construction safety training modules. The application of Virtual and Augmented reality in construction safety training is explored in this paper as well as the current methods used to train construction workers about safety. In this paper information was gathered in order to address different feedback as indicators of a worker’s risk perception.
DOI: 10.17632/yk7ppww6k8
title: Temperature, salinity and oxygen concentration in the water column of the Gdańsk Basin (southern Baltic Sea) in summer 2023

description: Temperature, salinity and dissolved oxygen data were collected with Sea-Bird instruments (SBE 25plus Sealogger and SBE 43) during a cruise aboard the RV Oceanograf (owned by the University of Gdańsk) from July 28 to August 5, 2023. Data were acquired from 5 stations located in the Gdańsk Basin (southern Baltic Sea). Station depths were 52 m for MET2, 82 m for MET1-MP and MET1-REF, 89 m for MET1-BH and 103 m for ZGG. The MET1-BH station is a small but very active pokmark with strong and concentrated methane outflow, and MET1-MP is an extensive pokmark with diffuse gas outflow. MET2 is shallow gas regular accumulation in close proximity to the coast. The MET-REF and ZGG station represents anaerobic sediment with no signs of gas accumulation in the upper layers. The purpose of the study was to determine whether hydrochemical conditions in the water column vary as methane is released from the sediment.
DOI: 10.25420/britishmuseum.29128694.v1
title: 2019LG01 Project Metadata

description: Metadata spreadsheet with all the metadata information for the assets uploaded in project 2019LG01 following the Material Culture Ethnography Metadata Schema (MCEMS), which was developed for the Endangered Material Knowledge Programme (EMKP). MCEMS is intended to record the metadata for digital objects that were created as part of ethnographic research recording material culture, living heritage, cultural practices, and different forms of knowledge. Its aim is to aid the preservation of ethnography-specific information, facilitate archiving for future re-use and accessibility, and increase the online findability and presence of ethnographic data and research.
DOI: 10.6084/m9.figshare.14787819.v1
title: Encuesta Nacional sobre creencias y prácticas religiosas en México, RIFREM 2016

description: Database of the National Survey on Religious Beliefs and Practices in Mexico, RIFREM 2016, based on a random sample of 3000 that allows national representativeness and comparative analysis between regions of the country, rural and urban populations and between the four main religious ascriptions in Mexico according to census information (Catholics, Protestants and Evangelicals) without religion, and members of the group Jehovah's Witnesses, Church of Jesus Christ of Latter-day Saints and Adventists. <br><br>
DOI: 10.6084/m9.figshare.20444538.v1
title: Wireless sensing dataset for human activity recognition (HAR)

description: <strong>This dataset consists of WiFi Channel State Information (CSI) and Ultra-Wideband (UWB) Channel Impulse Response (CIR) data collected for human activity recognition (wireless sensing of human activities).</strong> The main dataset folder "<strong>Wireless_sensing_human_activity_recognition</strong>" consists of 2 subfolders: (1) "<strong>WiFi_CSI</strong>" - containing WiFi channel state information (CSI) data collected across 3 rooms (2) "<strong>UWB</strong>" - containing Ultra-Wideband (UWB) channel impulse response (CIR) data collected in one room. <br> (1) The "<strong>WiFi_CSI</strong>" folder contains the following subfolders: (i) Room_1 (ii) Room_2 (iii) Room_3 <br> (2) The "<strong>UWB</strong>" folder contains no subfolders. <br> The interested user is kindly referred to the "readme.txt" file for more informtion on the dataset in terms of directory details, equipment and parameters used, experimental setup, detailed description of each file, human activities performed, etc.
DOI: 10.6084/m9.figshare.28937957.v2
title: Reinforcement of flat-bands in a bilayer kagome metal

description: fig data of Reinforcement of flat-bands in a bilayer kagome metal
DOI: 10.6084/m9.figshare.7315055.v1
title: A framework for exposure characterization and gamma dosimetry at the NMBU FIGARO irradiation facility

description: <b>Purpose</b>: The FIGARO low dose <sup>60</sup>Co gamma irradiation facility at the Norwegian University of Life Sciences, Ås, Norway, is dedicated to the study of effects on living organisms from acute or chronic ionizing radiation exposures, either alone or in combination with other stressors such as UV radiation, metals or radionuclides. Here, we present a framework of working guidelines and computer software for characterization of absorbed dose rates and accumulated doses to organisms exposed within the continuous gamma field at FIGARO. The aims of the framework are to ensure gamma exposures are well characterized, that results from exposures are correctly interpreted in terms of absorbed dose rates and accumulated doses, and that sufficient information is available so that exposures can be reproduced later or at other facilities. <b>Methods</b>: The software of the framework includes a Geant4 application for Monte Carlo radiation transport simulations and tools for dose planning, recording and reporting. The working guidelines are prepared for expert users who provide simulated, calculated or estimated absorbed dose rates and for regular users who conduct exposure experiments and are responsible for record keeping. To demonstrate the developed framework, we use a case study where 14 freshwater microcosms are exposed to four levels of gamma dose rates at FIGARO. <b>Conclusion</b>: The framework guides users towards good dosimetry practices. Lessons learned could be transferable to other gamma irradiation facilities.
DOI: 10.17632/6hj5cpt7yv
title: Data for : The role and significance of juvenile sediments in the formation of A-type granites, West Junggar oceanic arc (NW China): zircon Hf-O isotopic perspectives

description: Geochemical data for the Late Carboniferous to Early Permian A-type granites in the West Junggar northwest China. The data include sampling locations, zircon U-Pb, H-O isotopic compositions and and whole rock chemistry compositions.
DOI: 10.6084/m9.figshare.13140290.v1
title: JVASP-79807 to JVASP-85161

description: JARVIS-DFT
DOI: 10.6084/m9.figshare.20399283.v1
title: Image diagram dataset

description: A collection of 5556 images labeled into 6 categories related to software diagrams, with the following distribution: <strong>Label Name Number </strong> 0 None 1010 1 Activity Diagram 595 2 Sequence Diagram 811 3 Class Diagram 986 4 Component Diagram 368 5 Use Case Diagram 854 6 Cloud Diagram 978 The dataset consist of a CSV file with the labeling and a zip file with the normalized images. The images are normalized in format RGB and size 224x224 pixels, ready for Keras neural networks.
DOI: 10.6084/m9.figshare.21877134.v2
title: sample metadata

description: Details of samples were involved into the study.
DOI: 10.6084/m9.figshare.26067622.v1
title: Operando spin observation elucidating performance-improvement mechanisms during operation of Ruddlesden–Popper Sn-based perovskite solar cells

description: The data for the manuscript "Operando spin observation elucidating performance-improvement mechanisms during operation of Ruddlesden–Popper Sn-based perovskite solar cells"<br><br>
DOI: 10.6084/m9.figshare.26402731.v2
title: German Style Number Plate Font Dataset for Text Recognition from Image

description: Dataset MetadataDescription:This dataset contains images of alphanumeric characters (0-9 and a-z) for text recognition tasks. Each character is represented by 100 samples, resulting in a total of 3600 samples. The images are grayscale with a resolution of 20x20 pixels, which have been flattened into 400-dimensional vectors.Content:X: The feature matrix with dimensions (3600, 400). Each row corresponds to a 20x20 pixel image flattened into a 400-dimensional vector.y: The label matrix with dimensions (3600, 36). Labels are one-hot encoded for 36 classes (0-9 and a-z), where each class has 100 samples.Features:X (3600, 400):Each row represents a flattened 20x20 pixel grayscale image of an alphanumeric character.Contains 3600 samples, with each sample having 400 features.y (3600, 36):Each row represents the one-hot encoded label for the corresponding sample in X.Contains 3600 samples, with each sample having 36 features representing the alphanumeric classes (0-9 and a-z).Classes:36 classes representing the alphanumeric characters:Digits: 0, 1, 2, 3, 4, 5, 6, 7, 8, 9Letters: a, b, c, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t, u, v, w, x, y, zUsage:This Dataset is primarily made for "Pakistan (Punjab) Number Plates Recognition specifically for German-style number plate font " but it is not limited, it is suitable for tasks such as:<br>Alphanumeric character recognitionOptical character recognition (OCR)Machine learning and deep learning experiments for text classificationSource:This dataset was created for research and educational purposes to facilitate the development and evaluation of text recognition algorithms.Acknowledgements:If you use this dataset in your research or projects, please cite the source appropriately.NOTESimply load csv files mentioned below for loading data in dataframesX_NPRS_dataset_samples.csvy_NPRS_dataset_labels.csvor load AlphaNumaric.mat for loading data in MATLAB
DOI: 10.6084/m9.figshare.7582907.v1
title: Temporal predictability does not impact attentional blink performance: Data and code

description: This is the full dataset and analysis code (in JAMOVI and R) for our paper on the topic of attentional blink performance with variable intervals between trials.
DOI: 10.6084/m9.figshare.27073180.v1
title: Supplementary Material for: Periconceptional Supplementation with Folic Acid or Multiple Micronutrients Containing Folic Acid and the Risk for Hypertensive Disorders in Pregnancy

description: <b><i>Objective:</i></b> The aim of this study was to investigate the association between supplementation containing folic acid only (FAO) or multiple micronutrients containing folic acid and the risk for hypertensive disorders in pregnancy (HDP). <b><i>Subjects and Methods:</i></b> The retrospective cohort study was based on data from women who gave birth from 2016 to 2018 at Tongzhou Maternal and Child Health Care Hospital of Beijing, China. The outcomes were HDP diagnosed after the 20th week of pregnancy, including gestational hypertension (GH), preeclampsia, and eclampsia. Associations between supplementation patterns and HDP were estimated by Poisson loglinear regression models. Sensitivity analyses were based on prepregnancy body mass index (BMI) and maternal age. <b><i>Results:</i></b> Among the 25,866 women included in the study, periconceptional use of FA supplementation marginally reduced the risk for HDP (adjusted risk ratio [aRR] = 0.87, 95% confidence interval [CI] 0.73–1.04). Women who began FAO supplementation before conception had a lower risk for GH compared to those who began after conception (aRR = 0.59, 95% CI: 0.45–0.78). The risk for HDP also reduced among FAO users who began supplementation before conception with a normal prepregnancy BMI (aRR = 0.64, 95% CI: 0.49–0.84) and users ≥30 years old (aRR = 0.75, 95% CI: 0.58–0.98). <b><i>Conclusions:</i></b> Periconceptional FAO supplementation may reduce the risk for HDP, especially GH. The protective effects are greater among women with a normal prepregnancy BMI and those ≥30 years old.
DOI: 10.6084/m9.figshare.5194840.v2
title: TED and academic lectures

description: TED and academic lectures that were used for the research.<br>