cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/y47mj24ywy
title: Meta-analysis data of skeletal muscle slow fiber content across mammalian species

description: Skeletal muscle slow fiber (MyHC-I) content varies across muscles and taxa and is one of the traits that distinguishes humans from other apes, yet no study to date has compiled this interspecific data into a single, usable format. Thus, the goal of this study was to collate mammalian skeletal muscle slow fiber composition data from published, peer-reviewed articles into a single, open-access Excel sheet for interspecific comparison and analysis (as in Queeno et al., 2023). 

A systematic literature search and review was conducted between June 1 2021 and November 30 2022 following a structure similar to PRISMA. Terms relating to mammalian skeletal muscle fiber composition were queried using academic search systems (e.g. Google Scholar) and library databases for relevant primary articles. Reference lists in relevant articles were thoroughly investigated for eligible studies. In total, 269 primary articles were deemed eligible for inclusion in the meta-analysis (i.e. these studies provided skeletal muscle fiber composition data from mammalian species that were not subjected to experimental manipulations). Relevant metadata (e.g. taxonomic information, sex, age, fiber-typing methodology, average body mass, and average percent slow fiber content) was then extracted from the text, figures, tables, and supplementary materials of eligible studies when available.

Muscle fiber composition data was collected from more than 200 skeletal muscles across 174 mammalian species, which will be of immense value to those interested in muscle physiology, interspecific muscle comparisons, and connections between muscle physiology, taxonomy, body mass, ecomorphology and locomotor strategy (among others). These data highlight certain species, taxonomic orders, and muscles for which fiber composition data is lacking and needs investigation. Hopefully, these data will spark interest in gathering muscle fiber composition data from underrepresented species and muscles, and generate interest in pursuing questions relating to muscle physiology and evolution, as well as analyses based on interspecific datasets.
DOI: 10.17632/y2bp2fnj3t
title: Dataset for predicting indirect tensile strength of cement-stabilized soils using machine learning

description: This dataset compiles both literature-sourced data and self-generated experimental data on the indirect tensile strength (ITS) of cement-treated clay materials. The combined database serves as input for ITS predictive machine learning models.
DOI: 10.17632/7y588yt9y7
title: Convenience goods prices in Latvia for first quarter of 2020

description: Final goods prices monitoring and analysis is very important part of consumer behavior estimation. In Latvia there are not a lot of big retailers. This database continue prices monitoring started in 2018 and show data observation for first quarter of 2020. In 2020 biggest retailers was Maxima and Rimi. In 2018 only one of them had they own internet shop. In 2019 second retailer open his own internet shop. At the same time, the market is preparing for the arrival of a new major retailer - Lidl. This indicates increased competition in the retail market. In such conditions prices monitoring can show competition influence on market. Data set represent final (mostly convenience) goods prices monitoring in Latvia. Previews years observations are available here Skribans, Valerijs (2019), “Convenience goods prices in Latvia from July 2018 till December 2019”, Mendeley Data, V1, doi: 10.17632/wfprghyrv8.1
DOI: 10.17632/ntsrj6hf87
title: Raw data for test-retest reliability of physical performance in young and old adults

description: The present data focus on test-retest reliability of functional performance tests together with strength, power and body composition assessments in young and older Kosovan adults. The data set comprises various parameters relevant to assess age-related changes in physical performance. Those parameters have been suggested by the European Working Group in Sarcopenia for Older People (EWGSOP) in its initial and revised consensus statements to be used for the diagnosis and treatment of sarcopenia. In total, 57 healthy young (18-35 years) and 61 older (&gt;60 years) participants took part in two identical test sessions, with a median [25th – 75th percentile] of 14 [13 – 21] days in between. Functional performance tests included 30-s chair stand test (CST), 30-s arm curl test (ACT), six-minutes walking test (6MWT), sit and reach test, timed up and go test (TUG), as well as the assessment of gait speed (GS) at normal and fast pace. Isometric handgrip strength (HGS) was used to estimate strength of the dominant hand. Isokinetic peak torque (PT) and average power (avgP) for knee extension and flexion were determined at velocities of 600/s and 1200/s. Body composition assessments included body fat percentage, skeletal muscle mass (SMM) and index (SMI) as well as appendicular skeletal muscle mass (ASMM) and index. Secondary endpoints included self-perceived health status and potential co-morbidities.
DOI: 10.17632/rnjv8hbgzk
title: A data article on the relationship between servant leadership, commitment, and religiosity among university employees in Pakistan

description: This article presents data on the impact of servant leadership and commitment among university employees in Pakistan. The article has a quantitative research design and probability sampling technique. The population of the study n=323 includes university employees in randomly selected universities. SPSS and AMOS was used for stastitical analysing the data, Cronbach alpha test for reliability confirmed during the pilot study. Regression for statistical analysis done, and several different techniques used.
DOI: 10.17632/x2stmx66hw
title: Data for: Silicate weathering rate and its controlling factors: A study from small granitic watersheds in the Jiuhua Mountains

description: This is hydrochemical data of the small granitic watersheds in the Jiuhua Mountains, eastern China.
DOI: 10.6084/m9.figshare.20348583.v1
title: Digestive and metabolic efficiency of energy and nitrogen during lactation and the dry period in dairy cows

description: Weekly individual cow data
DOI: 10.17632/6bngxhfssf
title: LINF_180015900

description: J-domain containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/jtmk3pg36k
title: Boundary conditions of an experimental test bench to numerically investigate flame wall interactions using CFD

description: The data provides boundary conditions to numerically investigate the flame wall interactions of an experimental test bench at the Bundeswehr University of Munich. To fully describe the boundary conditions three data sets are available. 
The first data set contains the mainflow boundary conditions of the test section upstream of the fuel injectors. The velocity and RMS-velocity fields are provided. The Large-Eddy-Simulations (LES) capability of  ANSYS Fluent was used to create this dataset. The second data set describes the exit boundary conditions of the fuel injector into the test section at a momentum ratio of I = 10. Methane was used as fuel.  LES by using the open source package OpenFOAM were applied for the data creation. The third data set describes the temperature distribution at the test section's wall. The data was derived from signals of wall-embedded thermocouples by using MATLAB and COMSOL and by running the inverse heat conduction method.
DOI: 10.6084/m9.figshare.28801835.v1
title: 缺水实验数据.xls

description: 和消化道形态的生理响应变化桦横断山水分胁迫条件下，进一步 确定水分胁生理调节<i>榆属</i><i>。</i>米利都<i>。</i><i> </i>我 在这项研究中，<i>我 E</i><i>. </i>米利都随机分为 2 组：WAter 短缺应激组（实验组）和 N nOrmal 供水组 （对照组），每适应 7 d 在室温 （25±1） °C、光周期 12L：12D体质量、总体基础代谢率 （BMR） 和 Unit BMR、器官重量s、消化道重量s 和形态学变化测量。
DOI: 10.17632/z2xxcw8398
title: Germline gene fusions across species reveal the chromosomal instability regions and cancer susceptibility

description: CTVT phylogenetic tree and gene fusion analysis of unprocessed data.
DOI: 10.6084/m9.figshare.27743286.v1
title: Pesticides application rate maps in the European Union at high spatial resolution

description: The dataset provides spatial distribution for the application rate of pesticides in the European Union. Data are provided for 53 active ingredients (ais). The analysis is grounded on the PEST-CHEMGRID dataset. The analysis focuses on the European Union and refers to year 2018. Maps are provided at 250 m resolution and employ a EPSG:3035 coordinate reference system. The dataset includes the following items:Maps of pesticides ais application rates in [kg/ha], including high, median and low scenariosAccuracy indices maps for each considered aiCodes and data to reproduce steps 4-7 of the procedure<br>The dataset is related to the following paperPorta, G.M., Casse, L., Manzoni, A., Riva M., Maggi, F., Guadagnini, A., Pesticides application rate maps in the European Union at a 250 m spatial resolution. <i>Sci Data</i> <b>12</b>, 725 (2025).https://doi.org/10.1038/s41597-025-05031-7<br>
DOI: 10.6084/m9.figshare.25434907.v1
title: 20240311_detelpy_example_data.zip

description: Example input files to test deTELpy
DOI: 10.6084/m9.figshare.28661612.v1
title: Supplementary Material for: Risk factors for premature exchange of percutaneous biliary drainage in benign and malignant biliary strictures - a retrospective single-center study

description: Introduction: Treating biliary obstruction remains a common clinical problem. Endoscopic retrograde cholangiopancreatography (ERCP) with stent insertion remains the gold standard. If ERCP fails, percutaneous transhepatic biliary drainage (PTBD) is one treatment option. Despite a high success rate, early- and late onset complications occur frequently ranging from 20-70%. With this study we aimed to provide further insights on possible risk factors for PTBD-related complications. Methods: All cases with PTBD placement at our institution over the past 13 years were retrospectively analyzed and median premature exchange rate (mPER) as well as procedural associated complications were determined. Results: A total of 976 PTBDs were inserted in 194 patients. In 853 cases (87%) only one PTBD was inserted. Most patients had a benign disease as an indication for the PTBD insertion (n=558 cases, 56.9%). A premature PTBD exchanged occurred in 246 cases (26%). The most common reason for a premature PTBD exchange or extraction was a dislocation (n=98/39.5%) followed by cholangitis in 70 cases (28.6%). A malignant indication (multivariate p=0.001 OR=1.69 95% CI=1.23-2.30), female sex (multivariate p&lt;0.001 OR=2.21 95% CI=1.56-3.12) and a PTBD ≥14Fr (multivariate p&lt;0.03 1.50 (1.04-2.11) were associated with a premature stent exchange in the mixed multivariate regression analysis. Conclusion: Premature exchanges occur frequently in patients treated with PTBD. Especially in patients with malignancy, other interventional bile drainage interventions should be discussed. In case PTBD is chosen, earlier exchange rates than twelve weeks should be considered
DOI: 10.6084/m9.figshare.7454432.v1
title: OLA DURANTE_ICF examples_ stacks and ppt

description: ICF images
DOI: 10.17632/jk7tx33pd2
title: Datasets of disaster response systems in an extreme precipitation event

description: The datasets are derived from a detailed case study of the emergency response to the severe rainstorm and geological disaster in Longchuan County, China, in 2019. The whole event is extensively documented in the published monograph, ''Comprehensive Response to Emergencies: Lessons from the 2019 Severe Rainstorm and Geological Disaster in Longchuan County''. The datasets include a comprehensive record of emergency management activities. They are divided into four stages: Monitoring and Early Warning, Prevention and Emergency Preparedness, Emergency Response and Rescue Activities and Recovery and Reconstruction. The data details the collaborative interactions among various human and non-human agents within the disaster response systems at each stage. We provide codes to construct the hypergraph representation of the disaster response system in each stage. The codes include hypergraph clustering and dismantling, which can be used to analyze the robustness of inter-community structure and system reliability. The code used for generating graphics can also be found. The detailed descriptions and step-by-step guidelines can be found in READ_ME.md. About the updates of Version 2: we developed new codes to address the robustness of the disaster response system at a macroscopic scale. These analysis codes are included in the updates. Detailed descriptions can be found in READ_ME_About_Updates.md.
DOI: 10.6084/m9.figshare.14718015.v1
title: Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments

description: Summary statistic data of kidney tubule and glomerular eQTL data
DOI: 10.17632/d87mx9s7f7
title: Reaching consensus in polarized moral debates

description: Data and codes to reproduce (using Matlab) the main figures in "Reaching Consensus in Polarized Moral Debates" by Navajas et al.
DOI: 10.17632/b7t4kz35bv
title: Factors Affecting Grade 11 Students’ Study Habits During the Pandemic

description: This study aimed to determine the Factors Affecting Grade 11 Students’ Study Habits During The Pandemic. It employed the quantitative approach, and descriptive research design using survey technique. The researcher-made questionnaire was administered to the randomly selected Grade 11 students of St. Paul University Surigao. The statistical tools used were Frequency and Percentage Distribution, Mean and Standard Deviation, and Pearson Product-Moment Correlation Coefficient (Pearson r). It was determined that the following factors, namely: 1) homework overload, 2) internet connection, 3) social media addiction, 4) home environment, and 5) family stress, have highly affected the grade eleven students’ study habits during the pandemic. However, it was found that peer pressure is the only factor with the lowest impact, for it only mildly affects the students’ study habits during the pandemic. It is therefore recommended that the factors mentioned affecting the students’ study habits during the pandemic should be given utmost importance by curriculum stakeholders such as 1) school administrators, 2) teachers, 3) parents, 4) students themselves, and 5) government and non-government agencies, specifically the Department of Education (DepEd) / Association of Private Sectarian Schools.
DOI: 10.17632/xcc9mscgc3
title: Entrepreneurship education and entrepreneurship intention of Business and Accounting undergraduate students

description: The data describes the dimensions of entrepreneurship education (EE) that influences the intention (EI) of undergraduate students of Benue State University, Makurdi, Nigeria. The data was collected across three sets (3-year period) of undergraduate students after completing three entrepreneurship courses. Attitude towards EE was measured with 21-items to assess three components of attitude towards EE (cognitive, affective and behavioural). EI was measured using a multi-item, 6-item scale. To measure EE, the data used 20-items representing four dimensions; perceived competence of entrepreneurship lecturers, adequacy of facilities/equipment, adequacy of instructional materials and relevance of EE curriculum contents.
DOI: 10.17632/rkjnzn3kr4
title: Cline&Laroque_2024_Native_Veg_Transect

description: This is the data set collected in the summer of 2023 across the Black soil zone of Saskatchewan. Samples were collected from 6 sites across a transect from native aspen copses. Transect distances were based on the average aspen tree's height in the copse. In the copse, samples were collected under four random aspen and shrubs. At the edge of the copse, four transects extended to the north, east, south, and west into the surrounding agricultural fields. Each sampling location had samples of the leaf, fibric, humic (LFH) layer and the top 60 cm of mineral soil (divided by horizon) collected. These samples were then run through a SoliTOC cube. Carbon storage was calculated by multiplying the thickness of each layer, by the carbon composition and bulk density.
DOI: 10.17632/64dz68jcs3
title: Factores de riesgo psicosocial en los trabajadores del sector industrial de Ensenada Baja California .

description: Tesis de grado de doctor sobre la evaluación de los factores de riesgo psicosocial y la validación de la Guía de referencia III de la Normal Oficial Mexicana 035 de la STPS.
DOI: 10.17632/nn9hztxybb
title: Survey based dataset on disruptions and disruption management in industrial assembly of Germany, Austria and Switzerland

description: The dataset is based on information that was collected in the form of a survey in 2015 and 2016 on the subject of disruptions in industrial assembly. Over 100 managers and leading experts of various companies in Germany, Austria and Switzerland, who are responsible for the assembly or its planning department, took part in the survey. The survey includes questions about the causes, effects and handling of disruptions in the assembly. In addition to the topic of disruptions, information on company data was also collected, such as the type of assembly organization, size of the company or type of product and other details. There are different question forms in which the participants could choose and partly also formulate their own answers. The dataset was made anonymous as was promised to the survey participants at the outset of the survey. This dataset is part of the PhD thesis of Johannes Wagner at RWTH Aachen University (Dr.-Ing., passed with distinction in 2019).
DOI: 10.6084/m9.figshare.27195339.v3
title: The toxicity data sourced from TOXRIC database

description: The expanded predictive toxicology dataset is sourced from TOXRIC, a comprehensive and standardized toxicology database. The toxric_30_datasets contains 30 assay datasets with ~150,000 measurements related to five categories. These categories span a range of toxicity assessment, including genetic toxicity, organic toxicity, clinical toxicity, developmental and reproductive toxicity, and reactive toxicity. The acute toxicity dataset includes 59 endpoints with 80,081 unique compounds and 122,594 measurements, involving 15 different species like mouse, rabbit and cat, etc, 8 different administration routes like intraperitoneal, intravenous and oral, etc, and 3 different evaluation records including LD50 (lethal dose, 50%), LDLo (lethal dose low), and TDLo (toxic dose low). This dataset is very sparse since nearly 97.4% of compound-to-endpoint measurements are missing. Meanwhile, this dataset is extremely data-unbalanced with some endpoints having approximately 30,000 samples, e.g, mouse-intraperitoneal-LD50 has 36,295 measurements, while others consist of only around 100 measurements like rabbit-intraperitoneal-LD50, mouse-intravenous-LDLo, and rat-intravenous-LDLo. This disparity presents acute toxicity prediction as a challenging regression problem.
DOI: 10.17632/89zwhb2fdk
title: Strategic Insider Trading and its Consequences for Outsiders: Evidence from the Eighteenth Century
DOI: 10.17632/c2hbhjw7sh
title: Data for: Dataset of trend-preserving bias-corrected daily temperature, precipitation and wind from NEX-GDDP and CMIP5 over the Qinghai-Tibet Plateau

description: A bias-corrected dataset containing daily meteorological data over the Qinghai-Tibet Plateau has been generated using a trend-preserving bias correction, the Inter-Sectoral Impact Model Intercomparison Project (ISI-MIP) approach, with a high-quality gridded meteorological dataset based on ground observations (CN05.1). The dataset contains daily bias-corrected values of maximum/minimum near-surface air temperature, precipitation and mean near-surface wind speed from 15 models from the Fifth Phase of the Coupled Model Intercomparison Project (CMIP5) and a downscaled high-resolution dataset (NEX-GDDP), based on CMIP5 models, over the Qinghai-Tibet Plateau (QTP) during 1986–2095. This dataset provides an important reference for the study of future climate change and its impacts in the Qinghai-Tibet Plateau region.
DOI: 10.17632/cmpjgyrngr
title: SIDES: Nucleon–nucleus elastic scattering code for nonlocal potential

description: We introduce the package SIDES (Schrödinger Integro-Differential Equation Solver) that solves the integro-differential Schrödinger equation for elastic scattering of a nonlocal optical potential in coordinate space. The code is capable of treating the Coulomb interaction without restrictions. The method is based on previous developments by Jacques Raynal in the DWBA07 code. Elastic scattering observables such as differential and integral cross sections, as well as analyzing power and spin rotation functions for both neutron and proton projectiles are evaluated, with no restriction on the type of nonlocality of the potential nor on the beam energy. The corresponding distorted wavefunctions are calculated as well. The SIDES package includes a Perey–Buck potential generator with two parametrizations. It includes as well local potential parametrizations and allows for mixing local and nonlocal contributions. Benchmarks are performed and discussed.
DOI: 10.17632/k46tg2f683
title: High resolution clonal architecture of hypomutated Wilms tumours

description: Mutation calls accompanying the article 'High resolution clonal architecture of hypomutated Wilms tumours' published in Nature Communications in 2025. Please see the article for full details. 
Abstract:
A paradigm of childhood cancers is that they have a low mutation burden, with some ostensibly bearing fewer mutations than the normal tissues from which they derive. We set out to resolve this paradox by examining paediatric renal cancers with exceptionally few mutations using high resolution, high depth sequencing approaches. We find that apparent hypomutation is the result of unusual clonal architecture due to a normal tissue-like mode of tumour evolution, raising the possibility that the mutation burden of some cancers has been systematically misjudged.
DOI: 10.17632/6hphxr74rp
title: Dataset of Named Entity Recognition for Uzbek language

description: As part of the study, an annotated corpus of the Uzbek language was created for training and evaluating named entity recognition models. The corpus includes 2,000 sentences (25865 words) collected from various sources:
• Legislative acts and legal documents: The bulk of the data was extracted from the publicly available lex.uz database, which contains official texts that are highly literate and have a formal language structure.
• News sites: Articles and materials from Uzbek news portals (kun.uz, gazeta.uz) were used, which made it possible to include modern language structures and relevant vocabulary.
• Manually created sentences: To increase the number of named entities in sentences and ensure diversity, author's sentences were developed containing several entities of different types. This enriched the corpus with complex structures and increased the efficiency of model training.
Data annotation was carried out manually using the BIOES scheme, which provides detailed marking of boundaries and types of named entities. All abstracts were reviewed by Uzbek language experts to ensure accuracy and consistency of data.
DOI: 10.17632/c2hc4p8zkj
title: Cat ownership in Thailand

description: Cat ownership in Thailand