cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gmsyv97cpc
title: Loading data applied on osseointegrated implant by transfemoral bone-anchored prostheses fitted with state-of-the-art components: confounders and loading boundaries

description: Confounders (e.g., selection criteria, demographics, individual amputation and residuum information, individual prosthesis and alignment of transducer data, description of non-experimental setup, number of gait cycles) and overall loading boundaries (e.g., minimum and maximum of forces and moments) of the loading data applied on osseointegrated implant by transfemoral bone-anchored prostheses fitted with state-of-the-art components during level walking, ascending and descending ramp and stairs.
DOI: 10.17632/yhsk2j7hn6
title: Data for: Railway and road infrastructure in the Belt and Road Initiative countries: Estimating the impact of transport infrastructure on economic growth

description: The study area includes 65 BRI countries. However, due to limited data availability, only 64 countries were used to analyze the economic growth (PCGDP), 62 countries were used to analyze the rail infrastructure (RAIL), and 49 countries were used to analyze the road infrastructure (ROAD) in the analysis of the spatial-temporal characteristics and spatial autocorrelation. Among the BRI countries, only 42 countries have simultaneous data on RAIL, ROAD, and PCGDP. The existing spatial econometrics are codes for balanced panel data. Therefore, only 42 countries are selected for the empirical study.
DOI: 10.17632/sj6c52bb36
title: Histograms_Population123

description: Histograms of race 2 anthracnose disease rating data in F2 populations ( (PI 189225 x New Hampshire Midget, Perola x PI 189225, and Verona x PI 189225) in watermelon.
DOI: 10.17632/vx26jx54zc
title: Data for: The hidden cost of trade liberalization: Input tariff shocks and worker health in China

description: This dataset contains replication data for "The hidden cost of trade liberalization: Input tariff shocks and worker health in China" by Haichao Fan, Faqin Lin, and Shu Lin.
DOI: 10.6084/m9.figshare.27136326.v2
title: Flood-induced soil chemical gradients explain Darwin's Naturalization Conundrum

description: Data supporting the study 'Flood-induced soil chemical gradients explain Darwin's Naturalization Conundrum' is uploaded. Data from 313 invaded plots in the Three Gorges Reservior Area has all the data collected from field surveys and calculations. This dataset contains soil conditions, CWM trait values for nonnative and native species assemblages, as well as habitat types, phylogenetic and functional indicators for each sample plot.
DOI: 10.6084/m9.figshare.28444397.v1
title: <b>Effects of Preoperative Carbohydrate Loading on Postoperative Outcomes in Patients Undergoing Laparoscopic Cholecystectomy: A Systematic Review and Meta-Analysis</b>

description: Supplementary File
DOI: 10.6084/m9.figshare.5607106.v1
title: Supplementary Material for: Inflammatory and Angiogenic Factors Linked to Longitudinal Microvascular Changes in Hemodialysis Patients Irrespective of Treatment Dose Intensity

description: <b><i>Background:</i></b> Cardiovascular disease is a major contributor to the poor outcomes observed in hemodialysis. We investigated the relationship between hemodialysis intensity and vascular parameters in high-dose (HDHD; &gt;12hrs/week) and Conventional (CHD; ≤12hrs/week) hemodialysis intensity over a 6-month period. <b><i>Methods:</i></b> We present the 6-month longitudinal analysis of a 2-year multicenter study investigating the effects of HDHD on cardiovascular parameters. We used pulse wave velocity, 24hr ambulatory blood pressure and sublingual dark field capillaroscopy measurements to assess macro- and microcirculation on 6-monthly basis. Pro-inflammatory and endothelial biomarkers were also measured at 6-monthly intervals. <b><i>Results:</i></b> 47 participants (21 HDHD, 26 CHD) were studied. CHD were older (63.5±14.2 vs 53.7±12.6 yr; p=0.018), with shorter dialysis vintage (median 23 vs 61 months; p=0.001). There was considerable variability in the degree and direction of change of circulatory measurements over a 6-month period. Hemodialysis intensity (hrs/week) did not correlate to these changes, when adjusted for age, dialysis vintage and comorbidity. Higher levels of Interleukin (IL)-8 measured at baseline independently predicted an increase in the Perfused Boundary Region (5-25μm) of the endothelial glycocalyx (p=0.010) whilst higher levels of soluble Flt-1 had a significant inverse effect (p=0.002) in an adjusted linear model. <b><i>Conclusion:</i></b> Hemodialysis intensity did not predict changes in either macro- or microvascular parameters. Inflammation mediated through the IL-8 pathway predicted microvascular injury while Flt-1, a potential marker of angiogenesis and endothelial repair, might have a significant protective role. Further understanding of these pathways will be necessary to improve dialysis outcomes.
DOI: 10.26188/24466246.v1
title: A: art, animism, activism

description: This captivating trio of images from the 2022 production of The Secret Underground: A Glow World Experience by Friends of the Secret Underground (Molloy Murphy, 2022) offers a glimpse into the enchanting and interactive world of the exhibit.In the first image, we see team members collaboratively bringing to life a giant mushroom, meticulously painting its stem to glow radiantly under blacklights. This scene takes place in the exhibit's beloved mushroom zone, where the combination of art and light creates a magical atmosphere that captivates all who enter.The second image captures a tender moment with a child who has discovered a slug while engaging in the exhibit's activities. This moment underscores the exhibit's core belief that the earth is a living, breathing entity filled with countless beings, visible and invisible, each with their own significance and agency. It's a powerful reminder of the intricate web of life that surrounds us, inviting attendees to view the world with wonder and respect.The final image introduces us to the child-beetle, a unique character envisioned and brought to life by a young participant. Adorned in a glowing costume, the child-beetle flutters about the exhibit, mimicking the movements of a beetle at the visitors' feet. This performance embodies the exhibit's aim to showcase the world as a dynamic, animate being, urging visitors to reconsider their place within it and to reflect on their interactions with the natural world. This image, in particular, encapsulates the activist spirit of the Friends of the Secret Underground, illustrating their commitment to fostering a deeper connection between people and the planet.
DOI: 10.6084/m9.figshare.1407389.v2
title: Power-Conditional-Expected Priors: Using <i>g</i>-Priors With Random Imaginary Data for Variable Selection

description: The Zellner's <i>g</i>-prior and its recent hierarchical extensions are the most popular default prior choices in the Bayesian variable selection context. These prior setups can be expressed as power-priors with fixed set of imaginary data. In this article, we borrow ideas from the power-expected-posterior (PEP) priors to introduce, under the <i>g</i>-prior approach, an extra hierarchical level that accounts for the imaginary data uncertainty. For normal regression variable selection problems, the resulting power-conditional-expected-posterior (PCEP) prior is a conjugate normal-inverse gamma prior that provides a consistent variable selection procedure and gives support to more parsimonious models than the ones supported using the <i>g</i>-prior and the hyper-<i>g</i> prior for finite samples. Detailed illustrations and comparisons of the variable selection procedures using the proposed method, the <i>g</i>-prior, and the hyper-<i>g</i> prior are provided using both simulated and real data examples. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.21172285.v2
title: DRGprofile shinyApp

description: This gzip file contained R scripts and data for easily accessing gene expression change of rodent DRG following peripheral nerve injury based on public RNA-seq datasets <br> The latest version enhances the scientific level of cartography and improves the user experience.
DOI: 10.6084/m9.figshare.26870110.v2
title: Serum metabolome dataset in Holstein cows

description: Chinese Holstein cows (n = 180) were collected from an anonymous commercial farms in May, 2024 by coagulant tubes for serum separation.
DOI: 10.17632/9npznfkhsj
title: Original Data of Tripartite phosphorylation of SPT5 by CDK9 times pause release and tunes elongation rate of RNA polymerase II by Sun and Fisher

description: The RNA polymerase II (RNAPII) transcription cycle is regulated throughout its duration by protein phosphorylation. Previously, two regions phosphorylated by cyclin-dependent kinase 9 (CDK9) in elongation factor SPT5—the linker between KOWx-4 and KOW5 domains and carboxy-terminal repeat (CTR) 1—were implicated in promoter-proximal pausing and termination, respectively. Here we show that phosphorylations in the linker, CTR1 and a third region, CTR2, coordinately control pause release, elongation speed and termination. Pausing was unaffected or increased by mutations preventing CTR1 or CTR2 phosphorylation, respectively, but attenuated when both CTRs were mutated. Whereas loss of CTR1 phosphorylation slowed elongation and repressed nascent transcription, simultaneous CTR2 mutation partially reversed both effects. Nevertheless, mutating both CTRs had additive effects on splicing, termination, steady-state mRNA levels and cell proliferation. Therefore, tripartite SPT5 phosphorylation times pause release and tunes RNAPII elongation rate to ensure productive transcription and cell viability. This file contains the unprocessed and uncompressed imaging data.
DOI: 10.6084/m9.figshare.24430456.v2
title: 9-11ans FINAL.xlsx

description: the validation of the Arabic version of the Ques-Ca questionnaire offers practical benefits for healthcare practitioners, educators, and policymakers in Arabic-speaking regions. It equips them with a valuable tool to assess, tailor, and enhance nutrition education programs, ultimately promoting better nutritional knowledge and practices among children.
DOI: 10.6084/m9.figshare.29206382
title: <b>Multimodal MRI radiomics</b><b> based on </b><b>habitat subregions of the tumor microenvironment</b><b> for predicting risk stratification in glioblastoma</b>

description: This dataset contains the minimal anonymized data necessary to replicate the key findings presented in the manuscript titled "Multimodal MRI radiomics based on habitat subregions of the tumor microenvironment for predicting risk stratification in glioblastoma" (Han Wang, Plos One, 2025).The data comprises three core components essential for the study's analyses:1. Clinical Data (clinical.csv):Anonymized demographic and clinical variables for 423 patients/subjects.Includes variables such as: age, gender, GTR_over90percent.Note: All direct identifiers (e.g., patient ID, name, address, exact dates of birth) have been removed or generalized (e.g., age groups) to ensure participant anonymity.2. Radiomics Features (ED.csv, ET.csv, NC.csv, ED+ET+NC.csv):**Quantitative imaging features extracted from MRI scans of T1WI-CE, FLAIR, and DTI-FA.A fully automated approach involving label fusion from multiple deep learning algorithms was used to segment distinct tumor subregions histologically. The segmentation focused primarily on delineating the enhanced (ET), necrotic core (NC), and edema (ED) regions. All the segmentation results were manually reviewed and corrected using ITK-SNAP to ensure accuracy. Following segmentation, quantitative imaging phenomic (QIP) features were derived from each tumor subregion with the Cancer Imaging Phenomics Toolkit (CaPTk) in accordance with the guidelines established by the Image Biomarker Standardisation Initiative (IBSI).A total of 145 features were extracted for each subregion, encompassing five categories:(1) Intensity-based features, or first-order statistics (e.g., mean, median, maximum, minimum, standard deviation, skewness, kurtosis).(2) Histogram-related features, which describe the range and distribution of gray-level intensities.(3) Volumetric measurements, including shape such as elongation, perimeter, principal component axes, and area/volume for 2D/3D data.(4) Morphological parameters, reflecting the geometric properties of the tumor.(5) Textural descriptors, including indices derived from the gray-level co-occurrence matrix (GLCM), gray-level run-length matrix (GLRLM), gray-level size zone matrix (GLSZM), neighborhood gray-tone difference matrix (NGTDM), and local binary pattern (LBP).3. Label Data (label.csv and survival.csv):**The cohort was randomly divided into training and testing cohorts at a 7:3 ratio..Ethics and Anonymization:The dataset used in this study was obtained from The Cancer Imaging Archive (TCIA). The use of the public database complied with the citation requirements and data use policies listed on the public portal of the TCGA-TCIA website. The study was exempt from institutional review board review and approval because patient identifiers were not available to database users.
DOI: 10.6084/m9.figshare.29206382.v1
title: <b>Multimodal MRI radiomics</b><b> based on </b><b>habitat subregions of the tumor microenvironment</b><b> for predicting risk stratification in glioblastoma</b>

description: This dataset contains the minimal anonymized data necessary to replicate the key findings presented in the manuscript titled "Multimodal MRI radiomics based on habitat subregions of the tumor microenvironment for predicting risk stratification in glioblastoma" (Han Wang, Plos One, 2025).The data comprises three core components essential for the study's analyses:1. Clinical Data (clinical.csv):Anonymized demographic and clinical variables for 423 patients/subjects.Includes variables such as: age, gender, GTR_over90percent.Note: All direct identifiers (e.g., patient ID, name, address, exact dates of birth) have been removed or generalized (e.g., age groups) to ensure participant anonymity.2. Radiomics Features (ED.csv, ET.csv, NC.csv, ED+ET+NC.csv):**Quantitative imaging features extracted from MRI scans of T1WI-CE, FLAIR, and DTI-FA.A fully automated approach involving label fusion from multiple deep learning algorithms was used to segment distinct tumor subregions histologically. The segmentation focused primarily on delineating the enhanced (ET), necrotic core (NC), and edema (ED) regions. All the segmentation results were manually reviewed and corrected using ITK-SNAP to ensure accuracy. Following segmentation, quantitative imaging phenomic (QIP) features were derived from each tumor subregion with the Cancer Imaging Phenomics Toolkit (CaPTk) in accordance with the guidelines established by the Image Biomarker Standardisation Initiative (IBSI).A total of 145 features were extracted for each subregion, encompassing five categories:(1) Intensity-based features, or first-order statistics (e.g., mean, median, maximum, minimum, standard deviation, skewness, kurtosis).(2) Histogram-related features, which describe the range and distribution of gray-level intensities.(3) Volumetric measurements, including shape such as elongation, perimeter, principal component axes, and area/volume for 2D/3D data.(4) Morphological parameters, reflecting the geometric properties of the tumor.(5) Textural descriptors, including indices derived from the gray-level co-occurrence matrix (GLCM), gray-level run-length matrix (GLRLM), gray-level size zone matrix (GLSZM), neighborhood gray-tone difference matrix (NGTDM), and local binary pattern (LBP).3. Label Data (label.csv and survival.csv):**The cohort was randomly divided into training and testing cohorts at a 7:3 ratio..Ethics and Anonymization:The dataset used in this study was obtained from The Cancer Imaging Archive (TCIA). The use of the public database complied with the citation requirements and data use policies listed on the public portal of the TCGA-TCIA website. The study was exempt from institutional review board review and approval because patient identifiers were not available to database users.
DOI: 10.17632/25w6wxw7jw
title: Data for: Textural and geochemical analysis of chalcopyrite, galena and sphalerite across the Mount Isa Cu to Pb-Zn transition: Implications for a zoned Cu-Pb-Zn system.

description: Geochemistry of Sphalerite, Galena and Chalcopyrite across the Mount Isa Cu to Pb-Zn transition.
DOI: 10.17632/f4wvkb4fdd
title: Block and Urban-Scale Building Clusters Energy Consumption Simulation Methods Research:Datasets

description: This study shared the GIS base map files of case study blocks used for simulation, as well as the energy consumption data provided by block management. It also provided the energy consumption data results from software simulation. Furthermore, this study offers a software template from the Chinese building information database for building energy consumption simulation, which is continuously updated and improved. This study will continuously update the latest database information.
DOI: 10.6084/m9.figshare.12158649.v1
title: DFT log files for closed-shell and open-shell organic molecules

description: raw Gaussian logfiles (M062X/def2TZVP) for optimization + frequency calculations
DOI: 10.6084/m9.figshare.29083457.v1
title: raw_data(renew)

description: Anthropometric and Metabolic Characteristics of Patients with Metabolic Syndrome: A Gender-Specific Analysis of Clinical and Correlation Patterns
DOI: 10.17632/5fwrmywjjs
title: Fast optimisation of honeycombs for impact protection

description: Zip file to supplement the publication (in review) - fast optimisation of honeycombs for impact protection. Each folder contains an explanation file.

Archive file for example quasi-static numerical model uploaded separately - as it is a large file.
DOI: 10.6084/m9.figshare.21221912.v1
title: DataSet

description: Full dataset used in the study "Faster triceps surae muscle cyclic contractions alter muscle activity and whole-body metabolic rate" including the individual data.
DOI: 10.6084/m9.figshare.21614754.v1
title: Distinct patterns of soil bacterial and fungal community assemblages in subtropical forest ecosystems under warming.

description: Data for figure construction
DOI: 10.6084/m9.figshare.29131244.v1
title: THERMOGRAPHIC PROFILE OF THE LOWER LIMBS OF CYCLIC SPORTS ATHLETES - 2025.xlsx

description: The aim of the study was to compare the thermal profile of the lower limbs of athletes practicing cyclical sports. The sample consisted of 81 men (15 swimmers, 15 runners, 15 cyclists, 21 triathletes, and 15 non-athletes).
DOI: 10.17632/88yvgmwwn8
title: Performance of an installed on-grid photovoltaic 100 kW system installed on the roof of a building at the Institute of Applied Sciences, University of Sciences, Techniques and Technologies of Bamako

description: This dataset  provides the basic files for analyzing  the performance of an installed on-grid photovoltaic 100 kW system installed on the roof of a building at the Institute of Applied Sciences, University of Sciences, Techniques and Technologies of Bamako.
DOI: 10.17632/sn2td5j8mr
title: Data for: Influence of Banking Advertisement on Bank Customer Satisfaction: An Examination of Pakistani Bank Customers’Choice

description: Here, all the data of research of multiple results include, linear regression, correlation, and descriptive statistic
DOI: 10.6084/m9.figshare.1162492.v1
title: MMP-8 ablation perturbs the tumor protease web at the protein level.

description: A) MMP-3 protein expression in tumor tissue at 14 weeks of age as determined by western blotting. Quantification of 3 biological replicates per genotype, normalized to Hsc70 and compared to PyMT wild-type (WT). 2-tailed unpaired t-test, mean ± sem. B) Tumor expression of MMP-2 and MMP-9 forms by gelatin Zymography at 10 and 14 weeks of age. 2-tailed unpaired t-test; AU, arbitrary unit; FC, fold change; ns, non-significant
DOI: 10.17632/3p94t45zst
title: Supplementary Table. Combined biotin, folic acid, and vitamin B12 supplementation given during the transition period to dairy cows: Part II. The impact on energy balance and fatty acid composition of colostrum and milk 

description: Yields of milk fatty acids (g/d) and glycerol within the first 21 d of lactation of cows receiving supplements of biotin, folic acid, and vitamin B12
DOI: 10.17632/rz8723t6d7
title: Development of an AI Dataset for Object Detection at Construction Sites

description: This paper introduces a dataset for object detection training, which includes 12 types of construction machinery commonly operated at civil engineering sites. To collect this dataset, a housing development construction site in South Korea was selected, and a video collection system was operated over a six-month period. Frames were extracted from the collected video footage on a daily basis, resulting in a total of 87,766 images in the full training dataset. Using the COCO Annotator tool, labels and bounding box annotations were processed, generating a total of 856,485 objects.
DOI: 10.17632/ygcn7dsb9k
title: FLOW36: A spectral solver for phase-field based multiphase turbulence simulations on heterogeneous computing architectures

description: We present FLOW36, a GPU-ready solver for interface-resolved simulations of multiphase turbulence. The simulation framework relies on the coupling of direct numerical simulation of turbulence, used to describe the flow field, with a phase-field method, used to describe the shape and deformation of a deformable interface and the presence of surfactants. An additional transport equation for a passive scalar can be solved to describe heat transfer in multiphase turbulence. The governing equations are solved in a cuboid domain bounded by two walls along the wall-normal direction where no-slip, free-slip or fixed/moving wall boundary conditions can be applied, while periodicity is applied along the streamwise and spanwise directions. The numerical method relies on a pseudo-spectral approach where Fourier series (periodic directions) and Chebyshev polynomials (wall-normal direction) are used to discretize the governing equations in space. Equations are advanced in time using an implicit-explicit scheme. From a computational perspective, FLOW36 relies on a multilevel parallelism. The first level of parallelism relies on the message-passing interface (MPI). A second level of parallelism uses OpenACC directives and cuFFT libraries; this second level is used to accelerate the code execution when heterogeneous computing infrastructures are targeted. In this work, we present the numerical method and we discuss the main implementation strategies, with particular reference to the MPI and OpenACC directives and code portability, performance and maintenance strategies. FLOW36 is released open source under the GPLv3 license.
DOI: 10.6084/m9.figshare.28997648.v1
title: 第四组视频

description: data
DOI: 10.17632/rc7p83zv7c
title: Data for: Petrography and isotopic geochemistry of bedding-parallel fibrous gypsum veins in the Neogene Qingshuiying Formation of the Ningnan Basin, North China: insights for growth model of antitaxial fibrous veins

description: My data are the mineral content of host rock samples and the sulfur and strontium isotope results of gypsum vein and wall rock samples from the Qingshuiying Formation.
DOI: 10.6084/m9.figshare.14308483.v1
title: Human_Subjects_Audio_ID_02.zip

description: All recordings and source files for the measurements with this subject. For details, please see the "Methods" section of the publication "Multichannel acoustic source and image dataset for the cocktail party effect in hearing aid and implant users".
DOI: 10.6084/m9.figshare.25988296.v1
title: Pre & Post Assessment Survey Responses

description: these are the pre and post assessment responses to our surveys
DOI: 10.17632/2mn4n9j77k
title: Data for: Unveiling differential thermal sensitivities in marine phytoplankton

description: The following supplementary dataset consists of information of surface (&lt; 5 m) phytoplankton community composition and paired temperature collected in China Seas from 2002 to 2015.