cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kcmpdxky7p
title: ISL-CSLTR: Indian Sign Language Dataset for Continuous Sign Language Translation and Recognition

description: Sign language is a cardinal element for communication between deaf and dumb community. Sign language has its own grammatical structure and gesticulation nature. Research on SLRT focuses a lot of attention in gesture identification. Sign language comprises of manual gestures performed by hand poses and non-manual features expressed through eye, mouth and gaze movements. The sentence-level completely labelled Indian Sign Language dataset for Sign Language Translation and Recognition (SLTR) research is developed. The ISL-CSLTR dataset assists the research community to explore intuitive insights and to build the SLTR framework for establishing communication with the deaf and dumb community using advanced deep learning and computer vision methods for SLTR purposes. This ISL-CSLTR dataset aims in contributing to the sentence level dataset created with two native signers from Navajeevan, Residential School for the Deaf, College of Spl. D.Ed & B.Ed, Vocational Centre, and Child Care & Learning Centre, Ayyalurimetta, Andhra Pradesh, India and four student volunteers from SASTRA Deemed University, Thanjavur, Tamilnadu. The ISL-CSLTR corpus consists of a large vocabulary of 700 fully annotated videos, 18863 Sentence level frames, and 1036 word level images for 100 Spoken language Sentences performed by 7 different Signers. This corpus is arranged based on signer variants and time boundaries with fully annotated details and it is made available publicly. The main objective of creating this sentence level ISL-CSLRT corpus is to explore more research outcomes in the area of SLTR. This completely labelled video corpus assists the researchers to build framework for converting spoken language sentences into sign language and vice versa. This corpus has been created to address the various challenges faced by the researchers in SLRT and significantly improves translation and recognition performance. The videos are annotated with relevant spoken language sentences provide clear and easy understanding of the corpus data. Acknowledgements: The research was funded by the Science and Engineering Research Board (SERB), India under Start-up Research Grant (SRG)/2019–2021 (Grant no. SRG/2019/001338). And also, we thank all the signers for their contribution in collecting the sign videos and the successful completion of the ISL-CSLTR corpus. We would like to thank Navajeevan, Residential School for the Deaf, College of Spl. D.Ed & B.Ed, Vocational Centre, and Child Care & Learning Centre, Ayyalurimetta, Andhra Pradesh, India for their support and contribution.
DOI: 10.17632/ndgdbkr4br
title: Real-world evidence of dupilumab efficacy and risk of adverse events: a systematic review and meta-analysis

description: Supplementary materials for the manuscript "Real-world evidence of dupilumab efficacy and risk of adverse events: a systematic review and meta-analysis".
DOI: 10.6084/m9.figshare.21378474.v1
title: Emotional result.sav

description: Datasets of the Arabic version of the trait emotional intelligence questionnaire.
DOI: 10.6084/m9.figshare.25295545.v2
title: City-level final energy consumption dataset in China

description: The role of China is increasingly pivotal in climate change mitigation, and the formulation of energy conservation and emission reduction policies requires city-level information. The effectiveness of national policy implementation is contingent upon the support and involvement of local governments. Accurate data on final energy consumption is vital to formulate and implement city-level energy transitions and energy conservation and emission reduction policies. However, there is a dearth of data sources pertaining to China’s city-level final energy consumption. To address these gaps, we developed computational modeling techniques along with top-down and downscaling methods to estimate China’s city-level final energy consumption. In this way, we compiled a final energy consumption inventory for 331 Chinese cities from 2005 to 2021, covering seven economic sectors, 30 fossil fuels, and four clean power sources. Moreover, we discussed the validity of the estimation results from multiple perspectives to enhance estimation accuracy. This dataset can be utilized for analysis in various cutting-edge research fields such as energy transition dynamics, transition risk management strategies, and policy formulation processes.
DOI: 10.6084/m9.figshare.27186990.v1
title: Diversitat elemental: cap a una ecologia basada en els elements; Elemental diversity: towards and element-based ecology

description: Codi d'R i dades per elaborar les figures i anàlisis incloses en el llibret: Diversitat elemental: cap a una ecologia basada en els elementsR code and datasets to reproduce the figures and analyses included in the book: Elemental diversity: towards an element-based ecology<br>
DOI: 10.17632/58db7xy5p3
title: MoLa R10k InCar Dataset Pt2

description: This repository presents the MoLa R10k InCar Dataset. The repository is divided in 2 parts (Pt#) and includes a real dataset. To ease its use, a general README file is provided, explaining the structure of an individual sub-dataset. For visualization purposes, a toolbox is provided in MATLAB code that reads the individual sub-dataset and generates an animation with image and ground-truth. Part 1 - http://dx.doi.org/10.17632/hj634mwk24.1 Part 2 - http://dx.doi.org/10.17632/58db7xy5p3.1 All publications using MoLa R10k InCar Dataset, should cite the following paper: João Borges; Bruno Oliveira; Helena Torres; Nelson Rodrigues; Sandro Queirós; Maximilian Shiller; Victor Coelho; Johannes Pallauf; José Henrique Brito; José Mendes; Jaime Cruz Fonseca (2020), “”Automated generation of synthetic in-car dataset for human body pose detection”, Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications VISAPP 2020.
DOI: 10.6084/m9.figshare.11887014.v1
title: CGSS2013-JHP.rar

description: <i>2013 Chinese General Social Survey</i> and the GDP per capita data extracted from <i>China Statistical Yearbook 2013</i> at provincial level.
DOI: 10.6084/m9.figshare.16620349.v1
title: Host factors affect gut microbiome more significantly than diet shift

description: we compared the effect of diet shift (DS) from heavily relying on meatatarian diets to vegetarian diets and physical exercise (EX) on the composition of the gut microbiome after 3 months.<br>We deposited the gut microbiome data used for the analysis of each group.<br><br>
DOI: 10.6084/m9.figshare.19310672.v2
title: SingleCellData (annotated)

description: Annotated single cell RNA counts for MERFISH mouse liver and kidney data in .h5ad format. Used in Figures 6 and 7. Note that spatial coordinates of single cells (".obsm.spatial" metadata variable) are in units of microns.
DOI: 10.6084/m9.figshare.23765169.v1
title: human Langerhans Islets data

description: Human Langerhans Islets data used to train a machine learning algorithm able to classify beta and alpha cells. Static autofluoresnce and FLIM data are stored in R64 files (either single-cell segmented or not) and immunosfluorescence data are present as png of tif files. Data are organized according to donor source.
DOI: 10.6084/m9.figshare.3190264.v5
title: How many PLoS ONE papers said "All relevant data are within the paper"

description: Updates:I added a column of the full texts of the data availability statement in each paper. <br>#####################PLoS ONE data availability statement<br>pub_title: Publication titlepub_doi: Publication DOIpub_date: Publication dateresearch_article: Whether it is a research article.data only in paper: Whether the paper says "All relevant data are within the paper."data in paper and supp: Whether the paper says "All relevant data are within the paper and its Supporting Information files."data_availability_st: Full texts of the data availability statement.<br>
DOI: 10.17632/3jkvn9yn7x
title: Literature Review

description: Stroke is responsible for a disproportionate percentage of the long-term disability and mortality rates around the globe, and the costs that are linked with it are enormous for health care systems. Stroke survivors today have access to a wide variety of cutting-edge technologies that can help them recover from their condition. On the other hand, there are still a great deal of concerns that remain unresolved about post-stroke recovery. An example of this would be issues with the upper extremities that are paretic. Approximately eighty percent of people who have survived a stroke report having lasting weakness or paralysis in their upper limbs. In addition, the research discovered that the ipsilesional upper limb also exhibited motor impairment three months after the stroke in question had begun. The impairment of motor function results in a reduction in both the ability to do autonomous daily tasks and the ability to perform bodily functions. This research provides a significant contribution by presenting the very first MT paradigm that successfully achieves bimanual cooperation through the utilisation of camera technique-based MVF. For the purpose of lowering paretic arm motor dysfunction, increasing everyday functioning, and maybe regaining manual dexterity after a stroke, the results of the current research indicate that AMT is a therapy that is both effective and practicable.
DOI: 10.17632/nrs9d242t4
title: Trabajos prácticos de Física y Química con Arduino

description: Este fichero contiene los códigos de la programación realizada en Arduino de los trabajos prácticos de Física y Química para el nivel de bachillerato. Los objetivos de cada práctica son: Termómetro: Observar el aumento de la temperatura de un gas al someterlo a una compresión adiabática Medidor de distancias: Medir la distancia a la que se encuentran los objetos a través del sonido Mando a distancia: Conocer los infrarrojos, ondas electromagnéticas y cómo funcionan en los mandos a distancia Temperatura y humedad: Integrar los aspectos principales del método científico y aplicarlos a una situación real. Conocer los factores que influyen en las reacciones químicas Vúmetro: Conocer el efecto que produce el nivel de presión sonora en la salud auditiva Piano: Conocer la relación entre el pH y la conductividad y generar notas musicales a través de la placa de Arduino Estos códigos son de software libre: puede redistribuirlo y/o modificarlo bajo los términos de la Licencia Pública General GNU publicada por la Free Software Foundation.
DOI: 10.17632/yhkjc773z7
title: Exploring the Impact of 360-Degree Video on Learning Performance among College Students on Laptops, Tablets, and HMDs

description: This study conducted a randomized controlled experiment to investigate how using different devices - tablets, laptops, and head-mounted displays (HMDs) with 360-degree videos - can influence learning outcomes, motivation, cognitive load, and sense of presence in history education. The researchers first developed an educational 360-degree video about the history of the Yuanmingyuan in China. They then designed pre-and post-tests, as well as 5- and 7-point Likert scales to assess the students’ motivation, cognitive load, and presence with guidance from subject experts.  The experiment was conducted across three groups after providing instructions to the participants. The hypothesis was that HMDs showing 360-degree videos would improve academic performance, motivation, and presence more than tablets or laptops while decreasing cognitive load. The data showed that 360-degree videos could enhance students’ learning performance, though the effects differed depending on the device. Although viewing 360-degree videos on laptops led to higher cognitive load, the use of HMDs moderated this effect. In fact, HMDs actually decreased cognitive load compared to tablets or laptops.
DOI: 10.17632/yjrgv5fhhm
title: FTIR maps and profiles for CO2-rich diamonds

description: FTIR maps and profiles for CO2-rich diamonds. In Version 2 a folder with data used for making graphs are added. All details are in the folders.
DOI: 10.6084/m9.figshare.14939475.v1
title: Additional data files from "Genomic diversity and biosynthetic capabilities of sponge-associated chlamydiae"

description: Sequence alignments and phylogenetic trees in Newick format, sponge-associated chlamydiae genome annotations, antiSMASH and eggNOG-mapper output files, and KEGG KOs across <em>Chlamydiae</em> species representatives.
DOI: 10.6084/m9.figshare.24468052.v1
title: SURF_CLI_CHN_MUL_DAY.pdf

description: 2017-2019 The Daily Surface Climate Dataset for China (V3.0)
DOI: 10.6084/m9.figshare.29155709.v1
title: Supplementary of Data File 1. Annotation Result with PGAP isolate GRscRKIBali001

description: Data present Annotation Result of GRscRKIBali001 using NCBI Prokaryotic Genome Annotation Pipeline (PGAP)
DOI: 10.6084/m9.figshare.5123392.v1
title: Supplementary Material for: A Critical Evaluation of the Preventive Effect of Antiviral Therapy on the Development of Hepatocellular Carcinoma in Patients with Chronic Hepatitis C or B: A Novel Approach by Using Meta-Regression

description: <b><i>Background:</i></b> The extent of the effect of antiviral therapy and its predictors in preventing hepatocellular carcinoma (HCC) development in patients with chronic hepatitis C (CHC) or B (CHB) remain unclear. <b><i>Methods:</i></b> We conducted a systemic review and meta-analysis of published randomized controlled trials (RCTs) and cohort studies (CSs) up to December 2010. Preventive efficacy was measured as absolute reduction in 3- and 5-year cumulative incidence of HCC with antiviral therapy. Predictors for efficacy were identified by using meta-regression. <b><i>Results:</i></b> Twenty-two studies (5 RCTs; 17 CSs) were included for analysis. Antiviral therapy reduced 5-year cumulative incidence of HCC by 7.8% (95% CI 4.6–11.1; p &lt; 0.0001) in patients with CHC and by 7.1% (95% CI 4.1–10.2; p &lt; 0.0001) in patients with CHB. The efficacy was significant as early as 3 years after antiviral therapy. While adjusting for available study-level, patient and virological factors, RCT and higher sustained virological response were identified as pertinent predictors of superior preventive efficacy in patients with CHC, whereas lower hepatitis B virus e antigen seropositivity was identified in patients with CHB. Antiviral therapy did not result in differential preventive efficacy between cirrhotic and noncirrhotic patients with CHC or CHB. <b><i>Conclusion:</i></b> Antiviral therapy can reduce 3- and 5-year cumulative incidence of HCC in patients with CHC or CHB.
DOI: 10.6084/m9.figshare.960499.v3
title: Integrating Data Transformation in Principal Components Analysis

description: Principal component analysis (PCA) is a popular dimension-reduction method to reduce the complexity and obtain the informative aspects of high-dimensional datasets. When the data distribution is skewed, data transformation is commonly used prior to applying PCA. Such transformation is usually obtained from previous studies, prior knowledge, or trial-and-error. In this work, we develop a model-based method that integrates data transformation in PCA and finds an appropriate data transformation using the maximum profile likelihood. Extensions of the method to handle functional data and missing values are also developed. Several numerical algorithms are provided for efficient computation. The proposed method is illustrated using simulated and real-world data examples. Supplementary materials for this article are available online.
DOI: 10.17632/9gbr7sjk32
title: Dataset related to online distance learning

description: The dataset in Excel spreadsheet accompanying this article consists of 207 rows and 24 columns. Each row represents an individual responses to questionnaire's items.
DOI: 10.17632/f5wv28b6gs
title: Variance Risk Premia

description: This dataset includes the 29 Variance Risk Premia (VRP) used in "Fassas, A. P., & Papadamou, S. (2018). Variance risk premium and equity returns. Research in International Business and Finance, 46, 462-470." We define VRP as the difference between the ex-post realized return variation and the ex-ante risk-neutral expectation of the future return variation.
DOI: 10.17632/pkfvr43s83
title: CRC_scRNAseq

description: Data matrix and metafiles for CRC scRNAseq.rds.gz: A total of 54,103 cell transcriptomes from 5 colorectal cancer patients of which 29,481 cells originated from tumors and 24,622 cells from adjacent non-malignant tissues. The file is the Seurat object list which includes the expression matrix and annotation of 58 cell types.
CellRanger_Output: Sequenced reads were then mapped to GRCh38 whole genome using 10X Genomics' Cell Ranger 3 software's cell ranger count function. This compressed file includes Cell Ranger output of filtered_feature_bc_matrix for each sample.
DOI: 10.25380/iastate.27857724.v1
title: Soybean Yield, Protein, Oil (YPO) Predictions via Genomic and Phenomic Prediction

description: In this research, we first conducted a genome wide association study (GWAS) on soybean seed yield, protein, and oil. Results of this largely overlapped with previous reports in soybean. Next, we trained a genomic best linear unbiased prediction (GBLUP) model for genomic prediction of the three seed traits, using molecular marker data. We additionally trained phenomic prediction models using three different machine learning models (partial least squares regression, random forest, and extreme gradient boosting) to predict each of the three traits. This was trained on vegetation indices that were taken at two different timepoints. We then compared the predictive ability between the GBLUP and different phenomic prediction models, and their ability to rank soybean accessions for selection of specified traits.
DOI: 10.6084/m9.figshare.13280252.v10
title: Global offshore wind turbine dataset

description: This dataset including two contents. One part is the global offshore wind turbine dataset constructed by us, which provide geocoded information on global offshore wind turbines (OWTs) derived from Sentinel-1 synthetic aperture radar (SAR) time-series images from 2015 to 2019. It identified 6,924 wind turbines comprising of more than 10 nations. Data is available at 10 m spatial resolution, providing an explicit dataset for planning, monitoring, and managing marine space. The global OWTs are stored in Shapefile (.shp) format. The attributes and metadata are organized with referenced to the WGS84 datum, and each record consists of seven attributes: centroid latitude (centr_lat), centroid longitude (centr_lon), continent, country, sea area (sea_area), appearance year (occ_year) and month (occ_month).Another part is the validation set we generated that consisted of 50 random offshore wind farms, covering 2,663 wind turbines using three methods. Reference data include (1) the high-resolution aerial imagery and Google images, (2) the comparison and corroboration across multiple source datasets, and (3) a comprehensive visual examination and an extensive internal review by the authors using Sentinel 2-MSI data or Landsat 8-OLI imagery under true colour composition and Sentinel 1 data after floating or temporarily mobile object removal. The validation set is stored in the Shapefile (.shp) format for each wind farm. The attributes and metadata are organized with referenced to the WGS84 datum, and each record consists of three attributes: centroid latitude (centr_lat), centroid longitude (centr_lon) and country. Besides, one of the reference data, Sentinel 1 data after floating or temporarily mobile object removal, were attached.
DOI: 10.17632/82nbcxd2t2
title: Experimental setup of Air and Oil-Water dispersed Flow through a Horizontal Cylindrical Conduit

description: This data tells about a typical experimental setup for three phase flow through pipe
DOI: 10.6084/m9.figshare.11786505.v2
title: Data for Pruitt and Keiser 2014 - Animal Behaviour.xlsx

description: The first file is the original dataset provided to Keiser by Pruitt, and contains information on all spiders measured, which spiders were chosen to be included in experimental colonies, collecting attack data for all colonies, boldness measurements for spiders after exposure to the focal individual, average values used for figure generation, and mortality data.<br>I have uploaded a second excel filed titled "Data for Pruitt and Keiser 2014 - All duplicates highlighted" which highlights duplicated sequences including sequences that were transposed between rows and columns. Some details regarding these duplicated data are described in an Expression of Concern to the original paper (https://doi.org/10.1016/j.anbehav.2021.01.010).<br>
DOI: 10.6084/m9.figshare.18530828.v1
title: Supplementary Material for: Body Composition of Preterm Infants following Rapid Transition to Enteral Feeding

description: <b><i>Objective:</i></b> This study aimed to evaluate body composition at the time of hospital discharge in very preterm infants following rapid transition to full enteral feeding. <b><i>Study Design:</i></b> We conducted a prospective, observational, cross-sectional study and included 105 preterm infants &lt;32 gestational age or birth weight &lt;1,500 g, born between April 2015 and December 2020, following rapid transition to full enteral feeding (≥140 mL/kg/day). Fat mass/total body mass (BF%) and fat-free mass (FFM) were measured at the time of hospital discharge using air displacement plethysmography. <b><i>Results:</i></b> Median and interquartile range (Q1–Q3) of gestational age at birth (GA) was 27.3 (26.1–28.7) weeks and birth weight 845 (687–990) g. Time to reach full enteral feeding was 5 (5–7) days. At 37.6 weeks (36.1–39.0) postmenstrual age (PMA), BF% was 17.0% (14.9–19.8) and FFM 2,161 g (1,966–2,432). BF% was not associated with GA, and not different between small and appropriate for gestational age infants. FFM was significantly lower in infants born small for gestational age. <b><i>Conclusions:</i></b> Following rapid transition to full enteral feeding, FFM and BF% at discharge were similar to other preterm populations. BF% and FFM were not associated with GA at birth but with PMA at measurement. FFM was lower and BF% higher compared to term infants at birth, suggesting diminished parenchymal growth in preterm infants. Continued monitoring of body composition, metabolic health, and neurological development is needed to study long-term effects.
DOI: 10.6084/m9.figshare.26212862.v3
title: Additonal data File 1 CPT.docx

description: This research aims to explore Lean leadership within the healthcare sector, investigating its role in addressing the challenges of sustainably deploying Lean methodologies in acute healthcare organisations.
DOI: 10.6084/m9.figshare.29095904.v2
title: <b>Data for "a large intraplate hydrogen-rich hydrothermal system driven by serpentinization in the western Pacific: Kunlun"</b>

description: Measured data of authigenic carbonates from the Kunlun hydrothermal pipe swarm
DOI: 10.6084/m9.figshare.3172636.v3
title: Coupled Design Optimization of Propeller and Flying Wing

description: Python based optimization program for coupled optimization of a propeller in CCBlade (a blade element momentum theory code) and a flying wing in APAME (3D panel method solver)<br>See the PROP_WING_OPT_readme for some instructions
DOI: 10.17632/z6f6r7kysn
title: Data of breakdown CVTs from the experimental platform

description: There are 12 files corresponding to the 12 cases listed in Table 6, and each file is named following the specified case. Each file has a 60-row and 7-column matrix, which indicates 60 samples from 7 simulators. The value of each element is the amplitude of the secondary voltage with a nominal value of 4 Volts.