cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21954/ou.rd.22659331.v1
title: NGIMU Inertial Sensor Dataset

description: This dataset contains time series data of human joint angles collected using MoJoXlab sensor systems during various activities such as walking, jumping, squatting, and leg exercises. The dataset includes data for basic activities such as walking, sitting and relaxing, standing, lying down (supine position), jumping, and squatting. Additionally, it includes data for seated active and assisted knee extension/flexion and heel slide exercises. The data were collected at a sampling frequency of 50 Hz and exported as CSV files from both Xsens (https://www.xsens.com/) and NGIMU (https://x-io.co.uk/ngimu/) software. The joint angles were calculated using MoJoXlab software, which utilizes quaternion values to estimate the orientation of the sensors. The dataset consists of time series data collected from 15 participants using two sensor systems, Xsens and NGIMU, during various lower limb movements. The data were collected at a sampling frequency of 50 Hz and exported as CSV files. The dataset includes quaternion values for orientation, specifically for the left thigh (LT), right thigh (RT), left shank (LS), right shank (RS), left foot (LF), right foot (RF), and pelvis. The sensor positions are recommended by Xsens lower limb protocol. The column headers indicate the orientation (i.e., W, X, Y, Z and q0, q1, q2, q3), and P01_LT denotes participant 1 data for the left thigh sensor position. The dataset is useful for researchers and practitioners interested in studying human movement and developing algorithms for joint angle estimation. The data can be used to compare and validate different sensor systems and algorithms for estimating joint angles and develop and test new algorithms. The data can be downloaded and used for non-commercial research purposes with proper attribution to the authors and the data source.
DOI: 10.6084/m9.figshare.13172504.v1
title: ASKCOS generated retrosynthesis pathway data

description: Artificial retrosynthesis pathways for 250k organic compounds generated through the MIT-MLPDS Computer-Aided Synthesis Planning (CASP) tool--ASKCOS.
DOI: 10.6084/m9.figshare.19092086.v1
title: LBx panels' target regions

description: Target regions for the five LBx panels. For panel ILM and ROC, blocklist of genomic regions have been excluded, and for panel TFS, a list of pre-defined hotspot alleles representing variants are provided.
DOI: 10.6084/m9.figshare.25953931.v3
title: Understanding the contribution of plastic additive in microplastics toxicity from consumer products using fathead minnow (<i>Pimephales promelas</i>)

description: The data is associated with 'Understanding the contribution of plastic additive in microplastics toxicity from consumer products using fathead minnow (<i>Pimephales promelas</i>).' and is about the exposure of fathead minnow to plastic with or without additives to estimate the role of plastic additive in microplastic toxicity.Data are separated by Figures from the paper.
DOI: 10.6084/m9.figshare.25993060.v1
title: QM40: A More Realistic QM Dataset for Machine Learning in Molecular Science

description: QM40 is a QMx type of dataset that includes 162K molecules optimized from B3LYP/6-31G(2df,p) level of theory in the Gaussian16 with QM parameters, optimized coordinates, Mulliken charges and local vibrational mode parameters as a quantitative measurer of the bond strengths.
DOI: 10.17632/kkvntgjpx8
title: Interfacing of Near Point-of-Care Clinical Chemistry and Hematology Analyzers 

description: Supplementary file 1: Data for point-of-care testing on the Abaxis Piccolo Xpress device for basic metabolic panel (8 chemistry) and comprehensive metabolic panel (14 chemistry tests).  Specimens analyzed were whole blood and include 4,219 specimens from 3,679 unique patients (2,287 female and 1,392 male).  Specific data fields include sex (as recorded in the electronic medical record), age (in years), test panel, autoverification status (before electronic interface, result interfaced and autoverified, or result interfaced but some factor required manual entry of data), specific laboratory results, and anion gap.

Supplementary file 2: Data for point-of-care testing on the Sysmex pocH-100i Automated Hematology Analyzer for complete blood count.  Specimens analyzed were whole blood and include 4,342 specimens from 3,862 unique patients (2,371 female and 1,491 male).  Specific data fields include sex (as recorded in the electronic medical record), age (in years), test panel, autoverification status (before electronic interface, result interfaced and autoverified, or result interfaced but some factor required manual entry of data), and specific laboratory results.

Supplementary file 3: Data for central laboratory testing of the basic metabolic panel and comprehensive metabolic panel on Roche Diagnostic cobas 8000 analyzers and include 348,475 specimens from 124,810 unique patients (65,381 female and 59,429 male).  Specimens analyzed were serum or plasma.  Specific data fields include sex (as recorded in the electronic medical record), age (in years), test panel, specific laboratory results, and anion gap.  All specimens were obtained at outpatient locations.

Supplementary file 4: Combined data for anion gaps obtained from either point-of-care testing or central laboratory.  The point-of-care data encompasses additional outpatient sites that utilized the Abaxis Piccolo Xpress device for running basic metabolic panel or comprehensive metabolic panel.  There were a total of 361,199 specimens (12,724 point-of-care, 348,475 central laboratory) for which anion gap could be calculated.  Specific data fields include testing source, [Na+], [HCO3-], [Cl-], and anion gap (all in units of mEq/L).  All specimens were obtained at outpatient locations.
DOI: 10.4121/uuid:3537c19d-6c64-4b1d-815d-915ab0e479da
title: BPI Challenge 2013, open problems

description: Log of Volvo IT problem management (open problems) Parent item: BPI Challenge 2013 Logs of Volvo IT incident and problem management
DOI: 10.6084/m9.figshare.17185880.v1
title: Supporting data for "Giant Starship elements mobilize accessory genes in diverse fungal genomes"

description: All associated supplementary data, including predicted protein sequences, genome GFFs, repeat libraries, characterized Starship elements, sequence alignments and newick tree files, generated as part of this study can be downloaded here.
DOI: 10.6084/m9.figshare.19346039.v1
title: Source Data.xlsx

description: <b>Simultaneously achieving giant piezoelectricity and record coercive field enhancement in relaxor-based ferroelectric crystals</b>
DOI: 10.6084/m9.figshare.3552135.v1
title: Supplement 1. Data on phytoplankton species richness and environmental variables used in this study.

description: File List EPAdata.txt Description The EPAdata.txt file is a tab-delimited ASCII file. The file contains data on phytoplankton species richness and environmental variables of 540 lakes and reservoirs distributed across the continental USA. The lakes and reservoirs were sampled from 1973–1975 as part of the National Eutrophication Survey conducted by the U.S. EPA. Column definitions and checksum values: Name of waterbody State Type of waterbody (lake or reservoir) Latitude, SUM = 20585.85475 Longitude, SUM = -51798.3929 Altitude (in km), SUM = 304.5463 Lake area (in km<sup>2</sup>), SUM = 25453.51 Lake depth (in m), SUM = 4945.149999 Number of sampling days, SUM = 1592 Chlorophyll concentration (in μg/L), SUM = 11718.22239 Total nitrogen (in mg/L), SUM = 705.6529752 Total phosphorus (in mg/L), SUM = 70.3631407 Temperature (in °C), SUM = 10188.35764 Secchi depth (in m), SUM = 885.1552689 Species richness (number of phytoplankton species), SUM = 15875 There are no missing values.
DOI: 10.17632/tf5twb54by
title: RAW data for compression testing of all the sample

description: RAW data of the uniaxial compression test of all the samples of the lattice structure.
DOI: 10.6084/m9.figshare.20026429.v1
title: PERSISTENCE, VALUE RELEVANCE, AND ACCRUALS QUALITY IN EXTREME EARNINGS AND CASH FLOW SITUATIONS

description: ABSTRACT Purpose: To analyze the impact of extreme earnings and cash flows on the persistence, value relevance, and accruals quality of Brazilian public firms. Originality/gap/relevance/implications: The present study contributes to the literature by analyzing extreme earnings and cash flows. Because they change the results of the period in which they occur in an unusual manner, this study suggests that studying their behaviors and impacts on the quality of the information disclosed by companies tends to contribute to optimal decision making in the capital market. Key methodological aspects: The analyzed sample comprised non-financial public companies traded on the BM&FBovespa stock exchange from 2005 to 2014, with estimates made using quantile regression. Summary of key results: The main results indicate that cash flows are more persistent than earnings because the accruals component of the latter makes them less persistent. Extreme values of both earnings and cash flows affect the persistence of these variables, with a strong and negative effect on cash flows. Finally, extreme values of accruals negatively affect accruals quality because, compared to moderate quantiles, they significantly alter the standard deviation of extreme quantiles. Key considerations/conclusions: The presence of extreme values in this study's focus variables negatively influenced market information quality, reducing its predictive power and, consequently, its relevance. Furthermore, controlling for extreme values, it was possible to observe the incremental information content of these two metrics.
DOI: 10.6084/m9.figshare.21747536.v7
title: OpenCitations Meta RDF dataset of all bibliographic metadata and its provenance information

description: Compared to the previous version, this release includes metadata related to citing and cited bibliographic resources added in the March 2024 version of Crossref.This dataset contains all the bibliographic metadata and its provenance information (in JSON-LD format) included in OpenCitations Meta. The data and the provenance are organized through a complex structure of folders and subfolders, allowing you to quickly find any entity from its URI. The first level consists of the following folders, provided compressed and separately:<br><b>[folder "ar"]</b>: contains the data and provenance of the responsible agent type entities (http://purl.org/spar/pro/RoleInTime);<b>[folder "br"]</b>: contains the data and provenance of the entities of type bibliographic resource (http:///purl.org/spar/fabio/Expression);<b>[folder "id"]</b>: contains the data and provenance of the identifier entities (http://purl.org/spar/datacite/Identifier);<b>[folder "ra"]</b>: contains the data and provenance of the responsible agent type entities (http://xmlns.com/foaf/0.1/Agent);<b>[folder "re"]</b>: contains the data and provenance of resource embodiment entities (http://purl.org/spar/fabio/Manifestation).The inner folders are named through the <b>supplier prefix</b> of the contained entities. It is a prefix that allows you to recognize the entity membership index (e.g., OpenCitations Meta corresponds to <b>06*0</b>).After that, the folders have <b>numeric names</b>, which refer to the range of contained entities. For example, the 10000 folder contains entities from 1 to 10000. Inside, you can find the <b>zipped </b>RDF data.At the same level, additional folders containing the <b>provenance </b>are named with the same criteria already seen. Then, the 1000 folder includes the provenance of the entities from 1 to 1000. The provenance is located inside a folder called <b>prov</b>, also in zipped JSON-LD format.For example, data related to the entity is located in the folder /br/06250/10000/1000/1000.zip, while information about provenance in /br/06250/10000/1000/prov/1000.zipThis version of the dataset contains:116,605,079 bibliographic entities348,844,164 authors and 2,561,339 editors (counted by their roles, without disambiguating individual724,563 publication venues242,362 publishersThe compressed archives total 44GB, using the tar.gz compression algorithm, and expand to 145G when decompressed. The JSON-LD files inside the archives are further compressed using the zip algorithm. It is recommended to process these inner files as compressed without extracting them, to manage data more efficiently.Additional information about OpenCitations Meta at the official webpage.<br>
DOI: 10.6084/m9.figshare.23501826.v2
title: <strong>Vulgarism: Exploring the Nexus of Nigerian Afro-pop Music, Its Influence on Yoruba Youths' Values, Attitudes, and Cultural Degradation "</strong>

description: The dataset contains information on Yoruba youths' attitudes and experiences with Afro-pop music. It consists of survey responses and demographic data. The survey asked about listening habits, emotional responses, playlist preferences, vulgarity in music, and impact on society. Demographic info was also collected. The dataset provides researchers with valuable insights into cultural values and the erosion of traditional values among Yoruba youths. It enables further analysis on the relationship between Afro-pop music, vulgarism, and cultural dynamics in Nigeria. <strong>Note:</strong> Due to the sensitivity of the topic and the potential for identification of participants, personal identifiers have been anonymized to ensure confidentiality and privacy, adhering to ethical guidelines and safeguards the privacy of the participants.
DOI: 10.6084/m9.figshare.4595488.v1
title: Response Data And Analytic Script For Categorical TI Experiment

description: Raw data for two monkeys performing a categorical transitive inference task, as well as the R script used to analyze the data.
DOI: 10.6084/m9.figshare.6265643.v1
title: Patient29

description: Male Patient with 197 slice of pulmonary embolism CT-Angiography.
DOI: 10.17632/x38w7byw2p
title: Níveis de estresse e estressores ocupacionais em agricultores familiares em um município brasileiro

description: Family farming has been considered a dangerous activity, full of unforeseen events and generating high levels of stress. Stress is an interdisciplinary concept and is understood as an evaluative process that triggers psychophysiological responses aimed at adapting a person to situations perceived as stressful. When stressors are assessed as exceeding the individual's ability to deal with them or when exposure lasts for a certain time, it can lead to damage to physical and psychological health. Given this context, the objective of this research was to evaluate the stress level of family farmers in the municipality of Araçatuba-SP. Specifically, it sought to identify sociodemographic characteristics, identify the prevalence of physical and psychological symptoms, and identify occupational stressors. It was cross-sectional research, a bibliographic survey, applied nature, exploratory-descriptive objective, quali-quantitative approach, with literature review and survey procedures. The following data collection instruments were used: Lipp's Stress Symptoms Inventory (ISSL), a Likert scale form to identify and measure occupational stressors in family farming activities, and a form to collect sociodemographic data. Data were statistically described, and univariate and multivariate inferences were made. The results revealed that most research participants had mild and moderate stress levels and the prevalence of physical symptoms. The main categories of stressors were uncontrollable factors, lack of assistance/machinery breakdown, low appreciation of the profession and finances.
DOI: 10.6084/m9.figshare.21687926.v1
title: EUREGIO

description: PBL European regional IO table during 2000-2010
DOI: 10.6084/m9.figshare.22701439.v2
title: Performance_012222.csv

description: Data on csv files from the performance done on 01/22/22.
DOI: 10.6084/m9.figshare.24174291.v1
title: Supplementary Material for: The microcirculation of vaginal tissue in women with obstetric vesicovaginal fistula and short-term effects of surgical repair on microvascular parameters

description: Objectives: To better understand the extent of the ischemic trauma and the effects of surgical repair on the vaginal microcirculation in patients with obstetric vesicovaginal fistula (VVF). Design: In this observational study, we evaluated the vaginal microvasculature surrounding VVF using handheld vital microscopy (HVM) before, during and two weeks after surgical VVF repair. Participants: Seventeen women undergoing VVF repair were included in this study. Setting: The study was conducted in the Fistula Care Centre in Lilongwe, Malawi. Methods: We used HVM with incident dark-field (IDF) imaging to non-invasively visualize the microvasculature of the vaginal tissue surrounding fistulas. The primary outcome was the presence of microvascular flow. Secondary outcomes included angioarchitecture, fistula closure (postoperative dye test) and urinary continence (pad weight test). Results: Microvascular flow was present before, during and after surgical repair in respectively 83.8%, 83.9% and 93.4% of obtained image sequences. The angioarchitecture was normal in 75.8% of the image sequences before surgery, 69.4% at fistula closure and 89.1% two weeks after VVF repair. Fourteen (82.4%) patients had a closed fistula after surgical repair. Limitations: The study was limited by the lack of a control group and the relatively small sample size. Conclusion: Although the vaginal microcirculation in women with VVF is compromised, extensive ischemic damage is not observed in the tissue surrounding fistulas. This suggests significant regenerative capacity of the vaginal vasculature in young women, or less extensive ischemic damage than presumed. Following surgical repair, we observed improvement of microcirculatory flow and angioarchitecture, suggesting that surgery is a good option for patients with obstetric VVF.
DOI: 10.6084/m9.figshare.29135426.v1
title: Litres Reader Reviews of WW2 popadantsy novels in Russian

description: The spreadsheet contains 124 user reviews of World War 2 "popadantsy" (alt history / sci-fi) novels written in Russian and posted to the website Litres.ru (Litres) between 2010 and 2025. Data was downloaded in May 2025.
DOI: 10.17632/trkcw9h2th
title: The climate change research that makes the front page: Is it fit to engage societal action?

description: By growing awareness for and interest in climate change, media coverage enlarges the window of opportunity by which research can engage individuals and collectives in climate actions. However, we question whether the climate change research that gets mediatized is fit for this challenge. From a survey of the 51,230 scientific articles published in 2020 on climate change, we show that the news media preferentially publicizes research outputs found in multidisciplinary journals and journals perceived as top-tier. An in-depth analysis of the content of the top-100 mediatized papers, in comparison to a random subset, reveals that news media showcases a narrow and limited facet of climate change knowledge (i.e., natural science and health). News media selectivity reduces climate change research to the role of a sentinel and whistleblower for the large-scale, observed, or end-of-century consequences of climate change for natural Earth system components. The social, economic, technological, and energy aspects of climate change are curtailed through mediatization, as well as local and short-term scales of processes and solutions. Reviewing the social psychological mechanisms that underlie behavioral change, we challenge the current criteria used to judge newsworthiness and argue that the consequent mediatization of climate change research fails to breed real society engagement in actions. A transformative agenda for the mediatization of climate change research implies aligning newsworthiness with news effectiveness, i.e., addressing the extent to which communication is effective in presenting research that is likely to produce behavioral change.

Separate data 1: full corpus of scientific articles published on climate change over the year 2020, with altmetrics scores for news and tweets
Separate data 2: categorization of Web of Science Topics into disciplines.
Separate data 3: content analysis for the TOP-100 and random subsets.
DOI: 10.17632/w2bb3h6k8m
title: Mangrove ecosystem services discrete choice experiment in Tobago

description: Mangrove provide many benefits to society through various goods and services such as coastal protection, water flow regulation, carbon sequestration and recreation. However, the coastal zone is an area that is subject to multiple development scenarios in a limited land space. Given the issues surrounding the trade-offs between economic development and mangrove conservation where there is considerable land use challenges due to coastal development it seems timely to explore the preferences of local residents in particular for mangrove ecosystem services over economic development and vice versa, using the island of Tobago as a case study. We achieve this in a few ways, by applying methodological treatments to a discrete choice experiment. This was undertaken by 1) estimating the willingness-to-pay (WTP) of Tobagonian households for a mangrove conservation programme; 2) use various methodological treatments in payment horizons and individual characteristics to determine if length of payments, uncertainty and socio-demographic characteristics influence respondent preferences in the case; 3) conduct follow-up surveys to explore effects on WTP of the attributes and respondents’ thinking; 4) consider potential implications of our findings on mangrove conservation policy. 

The data shows the code, the derived model output and the dataset for all Hierarchical Bayesian models analysed with Hamiltonian Monte-Carlo Markov Chains in Stan and could be used in either PyStan or RStan. Stan is an open-source software available from https://mc-stan.org/. Details can be found in the documentation from https://mc-stan.org/users/documentation/. The output is expressed in willingness-to-pay Space in Trinidad and Tobago Dollars (TT) and are directly interpretable in monetary values from the mean, median, standard deviation and confidence intervals. The data was gathered from a questionnaire using convenience sampling targeted key decision makers' of households on their preferences for mangrove ecosystem services at the Bon Accord/Buccoo Bay site. Study participants (n = 292) were given 12 choice tasks (6 at 5 year payment horizon and 6 at 25 year payment horizon) and asked to choose one option amongst 3 alternatives (status quo, option A and option B) with the 7 attributes: fisheries; coastal erosion; flood frequency; mangrove cover; number of species; tourism revenue; and price. The data is interpreted as the WTP for an increase to mangrove ES for instance, using the merged model- with certainty scaling there is a mean WTP by respondents of approximately $29 TT in tax annually to avoid 4 floods. Notable findings include a high WTP to avoid 50% mangrove cover removal at $102 TT per year and a WTP of $30 TT to avoid a 30% decrease in tourism revenue. The data is used to give monetary values to non-market goods expressing the trade-offs across ecosystem services which can have policy implications.
DOI: 10.6084/m9.figshare.14265017.v1
title: Final MOTU Table

description: The final MOTU table used in all analyses
DOI: 10.6084/m9.figshare.19634532.v4
title: Source data for High entropy enhanced capacitive energy storage

description: Source data