cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25484077.v1
title: <b>Healthcare Ethics and Artificial Intelligence: a UK Doctor Survey. .SAV file.</b>

description: This is an anonymous cross-sectional e-survey of UK doctors from Janaury to March 2024 on their views on AI in healtcare. The survey contained five sections, demographics, use of AI, concerns about AI, requirements for introduction of AI, and views on necessary AI regulation in healthcare.The use of AI, concerns about AI, requirements for introduction of AI, and views on necessary AI regulation questions were developed based on a review of the literature and informal discussions with a number of doctors. The response options for the questions in these sections are all 5-point Likert scales from ‘strongly disagree’ to ‘strongly agree’.<br>This is a .sav file for use in SPSS
DOI: 10.6084/m9.figshare.27115330.v1
title: luad_reference_regressions.rds

description: This dataset contains the extended reference regressions determined from the TCGA-LUAD dataset.
DOI: 10.17632/kvgv42557d
title: Data for: Does inflation worsen income inequality? A meta-analysis

description: Abstract of associated article: Despite extensive econometric evidence, the research literature has been unable to draw firm conclusions regarding the effect of inflation on income inequality. In this paper, we apply meta-regression methods to a novel data set of 1767 estimates reported in 124 published studies that investigate the effect of inflation on income inequality. We distinguish between estimates that examine the effect of inflation on levels of income inequality and those that examine the effect of inflation on differences of income inequality. For level estimates, not controlling for moderator variables points to mild publication bias in favor of positive estimates (i.e., the current literature favors publishing studies that find that inflation increases income inequality), but publication selectivity does not hold once we control for a set of moderator variables. For difference estimates, mild publication bias in favor of negative estimates is found only once we control for moderator variables. In addition, our results suggest that inflation has a (small-to-moderate) inequality increasing effect for both level and difference estimates. Furthermore, we show that several factors influence reported estimates, including researcher choices concerning the measurement of inflation and inequality, the characteristics of data and estimation methods, and controlling for other components of inequality.
DOI: 10.6084/m9.figshare.13834712.v3
title: Exploring researcher preference for the version of record - anonymised data

description: Anonymised data from Springer Nature's new white paper, <i>Exploring researcher preference for the version of recor</i>d.
DOI: 10.6084/m9.figshare.18086747.v1
title: Crude oil price.xlsx

description: Crude oil price
DOI: 10.6084/m9.figshare.7991867.v2
title: Benevento_etal_dataset_ESM from Patterns of mammalian jaw ecomorphological disparity during the Mesozoic/Cenozoic transition.

description: A .cvs file including species names, specimen numbers, locality information, and PCA scores for each taxa included in this study
DOI: 10.17632/r6fjtx943d
title: Near infrared spectral Dataset of Animal Feed

description: Dataset contain Infrared spectral data in form of Absorbance spectrum for a total of 25 Animal feed samples from agricultural residues (Sago, coffee pulp, cocoa pod and corncob). Nutritive values were measured: IVOMD, IVDMD, NDF and ADF.
DOI: 10.17632/w4rx3j7vmf
title: Exposure to air pollution and incidence of atopic dermatitis in the general population: A national population-based retrospective cohort study Short Title: Exposure to air pollution and atopic dermatitis

description: Supplemental tables
DOI: 10.6084/m9.figshare.12800642.v1
title: Metadata record for: A relational database to identify differentially expressed genes in the endometrium and endometriosis lesions

description: This dataset contains key characteristics about the data described in the Data Descriptor A relational database to identify differentially expressed genes in the endometrium and endometriosis lesions. <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.6935195.v1
title: 2013_raw_census_data.xlsx

description: 2013-14 breeding season census data for live pups of the Australian fur seal
DOI: 10.17632/wwbtfwwfwn
title: Interview with ChatGPT 3.5 on the Integration of GenAI tools into Experiential Learning for Authentic Assessment, an Example of Lean Healthcare in Operations Management Education

description: This interview delves into the integration of GenAI tools into Experiential Learning activities for Authentic Assessment in a Lean Healthcare context, as explained by Chat GPT 3.5.
DOI: 10.6084/m9.figshare.1415416.v1
title: All CpG sites for hg19

description: Individual files for every chromosome. BED format file See http://genome.ucsc.edu/FAQ/FAQformat.html#format1 http://genome.ucsc.edu/cgi-bin/hgCustom
DOI: 10.6084/m9.figshare.21932274.v1
title: Data of Beyer&Kulow et al_cavity-nesting insects biodiversity measures

description: Abundance (i.e. brood cell number) of cavity-nesting bees and wasps as well as the number of parasitized and aborted brood cells; Species richness data of cavity-nesting bees, wasps and natural enemies; Landscape data (i.e. distance of trap nests to different landscape elements)
DOI: 10.6084/m9.figshare.26086776.v1
title: HiGTS_2005s1

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2005s1 contains the data from January 1, 2005 to March 31, 2005.
DOI: 10.6084/m9.figshare.28248005.v1
title: Questionnaire data excel version

description: This data set was generated during an RCT comparing efficacy, safety, maternal acceptability of using membrane sweep, cervical massage and controls as adjuncts to induction of labour
DOI: 10.6084/m9.figshare.28724372.v1
title: PRISMA Check List

description: PRISMA Check List
DOI: 10.17632/4jw4bpmj69
title: Dataset of DVI values of the La Maddalena Archipelago National Park (Northern Sardinia - Italy)

description: This database contains the values obtained from the D.V.I. (Dune Vulnerability Index) of 10 embayed beaches of the La Maddalena Archipelago (Sardinia - Italy)
DOI: 10.17632/9rss4pgvzc
title: Landslide inventory for Pannonian Croatia

description: This dataset consists of landslides digitized from archived geological maps created at three different scales, as well as landslides reported through the publicly available "Report a Landslide" portal in Croatia, administered by the Croatian Geological Survey. The data points are stored in shapefile format in the WGS84 coordinate system.
The shapefile Landslides_maps_WGS contains 887 landslides extracted from the Engineering Geological Map of the former Socialist Federal Republic of Yugoslavia (SFRY) at a scale of 1:500,000, sheets of the Basic Geological Map at a scale of 1:100,000, and sheets of the Draft Field Geological Map at a scale of 1:25,000. Landslides_portal_WGS shapefile, includes 238 landslides reported through the publicly available portal. The accompanying attribute tables contain the data ID, point coordinates, map source, sheet name/city, municipality (depending on the map scale), scale, year of production, authors, and county name. All data can be opened using GIS software. This dataset can be used for various analyses in landslide investigation, including the production of landslide susceptibility maps, density maps, predictive zonation maps, and machine learning-based analyses.
DOI: 10.6084/m9.figshare.24968994.v2
title: Piccini et al supplementary Data 1.xlsxPiccini et al. 2024 Supplementary Data

description: Prokaryotic richness and diversity increased during Holocene glacier retreat and onset of an Antarctic Lake
DOI: 10.6084/m9.figshare.978736.v1
title: Going deeper into copy-move forgery detection: exploring image telltales via multi-scale analysis and voting processes

description: This work presents a new approach toward copy-move forgery detection based on multi-scale analysis and voting processes of a digital image. Given a suspicious image, we extract interest points robust to scale and rotation finding possible correspondences among them. We cluster correspondent points into regions based on geometric constraints. Thereafter, we construct a multi-scale image representation and for each scale, we examine the generated groups using a descriptor strongly robust to rotation, scaling and partially robust to compression, which decreases search space of duplicated regions and yields a detection map. The final decision is based on a voting process among all detection maps. We validate the method using various datasets comprising original and realistic image clonings. We compare the proposed method to 13 others from the literature and report promising results.
DOI: 10.6084/m9.figshare.26226836.v1
title: Data for the article 'Association between various physical activity domains and overall cancer risk, National Health and Nutrition Examination Survey (NHANES) 2007-2018' submitted to PLOS one

description: <b>Title: </b>"Association between various physical activity domains and overall cancer risk, National Health and Nutrition Examination Survey (NHANES) 2007-2018" <b>Purpose:</b><b> </b>There are very few studies concurrently evaluating the association between multiple physical activity (PA) domains and cancer prevalence. Therefore, this study aims to fill this gap by investigating the link between multiple PA subdomains [occupational PA (OPA), transportation-related PA (TPA), leisure-time PA (LTPA), and total PA] and the likelihood of cancer. <b>Method:</b><b> </b>The data from National Health and Nutrition Examination Survey (NHANES) 2007-2008, 2009-2010, 2011-2012, 2013-2014, 2015-2016, and 2017-2018 were used in this study. Cancers are the primary outcome variable of interest in this study. PA was self- or proxy-reported using the Global Physical Activity Questionnaire (GPAQ). Multivariable logistic regression models were used, adjusted for covariates. <b>Results:</b><b> </b>The trend analysis revealed that the prevalence of cancer statistically decreased with the increase in total PA amount. The participants achieving twice the minimum recommended PA guidelines (≥300 minutes) for total PA were 32% [0.68 (0.54, 0.86)] less likely to have cancer. However, significant associations between three PA subdomains (OPA, TPA, and LTPA) and cancers were not found in this study. <b>Conclusion:</b><b> </b>There is no significant association between any of these three single PA subdomains and cancer prevalence other than total PA. Therefore, this study recommends clinical practice should prioritize promoting comprehensive PA that integrates OPA, TPA, and LTPA to achieve at least 150 minutes per week (i.e. per seven days) initially and progressing towards 300 minutes for optimal cancer prevention.
DOI: 10.6084/m9.figshare.7734767.v5
title: A multimodal dataset of human gait at different walking speeds established on injury-free adult participants

description: Human motion capture is used in various fields to analyse, understand and reproduce the diversity of movements that are required during daily-life activities. The proposed dataset of human gait has been established on 50 adults injury-free for lower and upper extremities in the most recent six months, with no lower and upper extremity surgery in the last two years. Participants were asked to walk on a straight level walkway at 5 speeds during one unique session: 0–0.4 m.s-1, 0.4–0.8 m.s-1, 0.8–1.2 m.s-1, self-selected spontaneous and fast speeds. Three dimensional trajectories of 52 reflective markers spread over the whole body, 3D ground reaction forces and moment, and electromyographic signals were simultaneously recorded. For each participants, a minimum of 3 trials per condition have been made available in the dataset for a total of 1.145 trials. This dataset could lead to increase the sample size of similar datasets, analyse the effect of walking speed on gait, or conduce unusual analysis of gait thanks to the full body markerset used. <br>
DOI: 10.6084/m9.figshare.20547216.v1
title: PlosWater2022

description: Timeline data for Plos Water 2022.
DOI: 10.6084/m9.figshare.12797474.v2
title: Magic The Gathering Data

description: Magic The Gathering is a collectible card game. Statistics are reported by the publisher but not compiled nor accessible in a meaningful way for statistical analyses and likelihoods.<br><b>Attributes</b>observer Name of person(s) Opening packs and inputting data<br>card_set Input name of the set (EX. Ikoria, Theros, Throne of Eldraine)<br>box_n Box number 1, 2, 3, etc<br>pack_n ranges from 1-36 per box (Replicate)<br>card_name Name on the top of the card<br>rarity Common, uncommon, Rare, Mythic<br>card_type Found in middle of card, include multiple if applicable (Creature, Enchantment, land, artifact, Artifact Creature)<br>creature_type Only applicable of creature cards (Cleric, beath, hydra, etc)<br>power First Numeric value found on bottom right of creature card (0, 1, 2, 3, 4, etc)<br>toughness Second Numeric Value found on bottom right of creature card (0, 1, 2, 3, 4, etc)<br>n_colors Colorless counts as a 0, then 1, 2, 3, etc<br>colors Color of the card, can have multiple if applicable (Red, Green, Black, White, Blue and Colorless)<br>CMC Found in top right corner, use numerical value (3, 5, 8, 2, 0, etc)<br>finish Regular, foil, showcase, showcase foil<br>n_keywords 0 if there are none, if there are then 1, 2, 3, 4, etc<br>keywords Usually only on creatures (Lifelink, deathtouch, trample, etc)<br>n Should always be 1 per pack unless we exclude packs then it can range from 1+<br>price Use FacetoFace website to price out values of each individual card
DOI: 10.6084/m9.figshare.27087652.v1
title: <b>From street view imagery to the countryside: large-scale perception of rural China using deep learning</b>

description: This project includes the deep learning model code about the article "From street view imagery to the countryside: large-scale perception of rural China using deep learning," which introduces a Pair-CNN model. This model is applied to rural street view data to evaluate the subjective perceptions of rural China on five dimensions: Wealthy, Lively, Habitable, Tidy, and Terroir. The project includes both the data and code that support the Pair-CNN model.1. "data" folderPicture.zip—Rural street view imagery data, containing 100 randomly selected rural imagery in JPG format.label_fy.csv—Label data, recording volunteers' comparisons of two rural images based on the wealth metric (only includes images from Picture.zip). It has three fields: lefturl, righturl, and label. The label field is a binary classification result: 0 means the left image is better than the right image, and 1 means the opposite.2. "model" folderResNet.py—The basic structure of the model, using ResNet50ComparaNet.py—The basic structure of the Pair-CNN model3."other" folderGet_Image.py—Script for loading image dataGridMask.py—Data augmentation4."run" folderTrain_Compare.ipynb—Executable file for model trainingTrueSkill.ipynb—Executable file for the TrueSkill algorithm5.requirements.txtEnvironment configuration and version numbers, including Python 3.9 and Pytorch 2.2<br>
DOI: 10.6084/m9.figshare.7295606.v2
title: Compartment models for the electrical stimulation of retinal bipolar cells

description: This file contains all data need for producing the four figures of fig.3 in related paper. The files produce the transmembrane voltages of all SCM, TCM, FCM, and MCM in active case while the passive formats would be calculated by removing all ion channels from the program by putting all ion channels conductance equal to zero and put usually, not always,the E-L equal to the V_rest. In case of any question, don't hesitate to contact me. <br>
DOI: 10.17632/8bn4tprmkw
title: Constraint Programming-Based Solution Approaches for Three-Dimensional Loading Capacitated Vehicle Routing Problems

description: The 3L-CVRP which integrates the three-dimensional loading problem with the capacitated vehicle routing problem. To solve this np-hard problem, we formulated all constraints and objective functions in the context of constraint programming and developed five models: two integrated, two decomposed CP-based, and one decomposed hybrid model. The hybrid model uses a CP model for the routing part and a genetic algorithm for the loading part. First, we compared these models and a MIP model adapted from the literature by solving 24 small-size problems. The hybrid model (CP&EA) gave the highest performance based on the comparison results. Then, a computational study was conducted with Moura and Oliveira's (2009), Bortfeldt and Homberger's (2013)  and Gendreau et al. (2006)’s benchmark instances to test the hybrid model's performance in large-size problems. We improved the solution values for 36 of 93 problems and found better results on average than the existing approaches, considering the computational results on bigger problem instances. According to the computational results, Thus, it has been shown that the proposed CP&EA model can help solve the problems in distribution logistics.  The related benchmark instances and computational results has been attached the website.
DOI: 10.17632/fh7rmcpkjy
title: Table S1:  The 2017 international Ehlers–Danlos syndrome classification. Adapted from Malfait et al., 2017.

description: Table S1:  The 2017 international Ehlers–Danlos syndrome classification. Adapted from Malfait et al., 2017.
DOI: 10.17632/yrjwczzdg7
title: Transactional BMS-WebView-2

description: The statistical details of this dataset were provided below:

Database size (total no of transactions) : 77411
Number of items : 3340
Minimum Transaction Size : 1
Average Transaction Size : 4.623451447468706
Maximum Transaction Size : 161
Standard Deviation Transaction Size : 6.073661955533351
Variance in Transaction Sizes : 36.88984609536578
Sparsity : 0.9986157330995603

Please cite the following reference:

Rage Uday Kiran, Masaru Kitsuregawa: Efficient discovery of correlated patterns using multiple minimum all-confidence thresholds. J. Intell. Inf. Syst. 45(3): 357-377 (2015)

URL: https://link.springer.com/article/10.1007/s10844-014-0314-7

Disclaimer: This dataset was downloaded from fimi repository - http://fimi.uantwerpen.be/data/
DOI: 10.6084/m9.figshare.19188125.v1
title: Data from Chimpanzees consider freedom of choice in their evaluation of social action

description: Judgements of wrongdoing in humans often hinge upon an assessment of whether a perpetrator acted out of free choice: whether they had more than one option. The classic inhibitors of free choice are constraint (e.g. having your hands tied together) and ignorance (e.g. being unaware that an alternative exists). Here, across two studies, we investigate whether chimpanzees consider these factors in their evaluation of social action. Chimpanzees interacted with a human experimenter who handed them a non-preferred item of food, either because they were physically constrained from accessing the preferred item (Experiment 1) or because they were ignorant of the availability of the preferred item (Experiment 2). We found that chimpanzees were more likely to accept the non-preferred food and showed fewer negative emotional responses when the experimenter was physically constrained compared with when they had free choice. We did not, however, find an effect of ignorance on chimpanzee's evaluation. Freedom of choice factors into chimpanzees' evaluation of how they are treated, but it is unclear whether mental state reasoning is involved in this assessment.
DOI: 10.6084/m9.figshare.25622025.v1
title: <i>Pseudococcus jackbeardsleyi </i>genome annotation

description: Jack Beardsley mealybug (<i>Pseudococcus jackbeardsleyi </i>Gimpel and Miller) as one of the hazardous invasive pests, it could cause enormous losses to the fruit and vegetable industries worldwide. In this study, we assembled and annotated<i> P. jackbeardsleyi</i> genome at the chromosome level, which had a genome size of 334.818 Mb and achieved a completeness level of 95.7%, 10,908 genes were annotated totally.
DOI: 10.6084/m9.figshare.28121747.v1
title: The dataset of spatial distribution of desertification-sensitive areas in Horqin Sandy Land from 2000 to 2020.zip

description: The dataset of spatial distribution of desertification-sensitive areas in Horqin Sandy Land from 2000 to 2020.
DOI: 10.17632/ps8rr7t344
title: The mediation effect

description: This data is used to analyze the structural equation of the article
DOI: 10.17632/rzb4t7cf3w
title: Original diatom counts of core BBS-1 from Galveston Bay, Texas, USA

description: This dataset lists the original microscopic counts of 32 diatom species of a 185 cm core from Galveston Bay, Texas, USA. Radiocarbon dating indicates the age of this core to be ~2000 cal yr BP.
DOI: 10.17632/yhw32s399f
title: CLASSIC Principles - Sustainable Fintech Business  

description: Partial Least Square Structural Equation Modelling has been adopted to analyze the data through SmartPLSv3.
DOI: 10.6084/m9.figshare.22067054.v2
title: Data and Codes for Reinforcement learning establishes a minimal metacognitive process to monitor and control motor learning performance

description: Estimated motor memory during visuomotor learning and codes for simulations
DOI: 10.17632/5td2kp4cbf
title: Source data underlying the main figures in A BERT model generates diagnostically relevant semantic embeddings from pathology synopses with active learning

description: Source data underlying the main figures in the manuscript are available here. “active_learning_result.csv” includes the data used to compare the effectiveness between active learning and random sampling, which is the source of Fig. 2b. “unlabel_tsne.csv” and “label_tsne.csv” include the 2-D projections of the cases’ 768-D embeddings, which are the source of Fig. 3. “dev_result.csv” includes the model performance metrics during development, which is the source of Fig. 4a. “review_result.csv” includes the results from experts’ review, which is the source of Fig. 4b. “mat_abbr.csv” includes label co-occurrence counts, which is the source of Fig. 5. “kws_influence.csv” includes the words’ influence scores for each label, which is the source of Fig. 6.
DOI: 10.26188/24466216.v1
title: P: place, pedagogies, play

description: In the first photograph, we observe a child masterfully blending digital technology with recycled materials to craft a miniature universe within the creative confines of the school's atelier. By skillfully manipulating a movable webcam, she experiments with perspective, magnifying her tiny world onto a vast backdrop behind her, creating a captivating juxtaposition of scales.The subsequent images transport us to the lush, verdant setting of an arboretum, where a young child immerses himself in the experience of "being small" amidst the towering grass. This playful exploration of size and space is vividly captured in his adventure through the meadow. Following this outdoor adventure, the next photograph captures the child's silhouette against a sheet in the school atelier, ingeniously projected to appear diminutive against an oversized digital rendition of grass. This creative manipulation of scale and imagery beautifully mirrors the child's earlier experiences, blending the boundaries between reality and perception, and highlighting the innovative ways in which digital tools can augment our interaction with the natural world.
DOI: 10.6084/m9.figshare.23690901.v1
title: Data file.csv

description: We distributed a self-administered questionnaire through WhatsApp, Facebook, Instagram, and LinkedIn to collect data from Sri Lankan users on those mentioned platforms. We received around 448 responses.