cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/n25h65vw59
title: XLB: A differentiable massively parallel lattice Boltzmann library in Python

description: The lattice Boltzmann method (LBM) has emerged as a prominent technique for solving fluid dynamics problems due to its algorithmic potential for computational scalability. We introduce XLB library, a Python-based differentiable LBM library based on the JAX platform. The architecture of XLB is predicated upon ensuring accessibility, extensibility, and computational performance, enabling scaling effectively across CPU, TPU, multi-GPU, and distributed multi-GPU or TPU systems. The library can be readily augmented with novel boundary conditions, collision models, or multi-physics simulation capabilities. XLB's differentiability and data structure is compatible with the extensive JAX-based machine learning ecosystem, enabling it to address physics-based machine learning, optimization, and inverse problems. XLB has been successfully scaled to handle simulations with billions of cells, achieving giga-scale lattice updates per second. XLB is released under the permissive Apache-2.0 license and is available on GitHub at https://github.com/Autodesk/XLB.
DOI: 10.6084/m9.figshare.26509570.v1
title: Source Data for Zeng et al., 2025

description: The Source data for the article Zeng et al., 2025
DOI: 10.6084/m9.figshare.28821824.v1
title: Dataset for Delay dynamic Project.zip

description: This dataset includes behavioral data from a study investigating a novel dynamically adjusting delay discounting task in rats. The task allows trial-by-trial delay adjustments based on individual choice history, enabling a flexible and self-regulated decision-making paradigm. The data include individual rat choices, delay values, inter-trial intervals (ITIs), reward types, and timestamps across sessions. Also included are processed files for alternating choice analysis and quartile-based session summaries.
DOI: 10.6084/m9.figshare.3521264.v1
title: Appendix B. Latitude, longitude, and elevation of paired invaded and uninvaded plots.

description: Latitude, longitude, and elevation of paired invaded and uninvaded plots.
DOI: 10.15131/shef.data.21559671.v1
title: Air pollution concentrations in Sheffield, UK - green barrier in school playground study

description: A green barrier was installed in a case study school in Sheffield, UK. This dataset shows the air pollution concentration pre and post such GI intervention at the case study school (Sch-GB site) and at two other sites serving as control for data comparison and contrast. The control sites are located within a 2 km radius from Sch-GB, and comprise a site in the city centre (City site) – providing an urban background – and another school playground without a green barrier (Sch-NoGB site). <br> The dataset show pollution concentrations as monitored by the air quality equipment, and corrected concentrations after data de-seasonalisation.
DOI: 10.17632/brjs5m3mzj
title: Antibacterial effectiveness of acetic acid disinfection in toothbrushes inoculated with Streptococcus mutans: an in vitro study

description: The aim of this study was to determine the antibacterial effectiveness of acetic acid, as disinfectant or cleaning agent for toothbrushes contaminated with Streptococcus mutans bacteria, in Franja Laboratory, a controlled environment. The study hypothesis stated that, the higher the concentration of acetic acid as a chemical agent in the disinfection of toothbrushes inoculated with Streptococcus mutans, the greater the antibacterial effectiveness. The sample used consisted of 120 toothbrushes, divided into 60 culture mediums (before and after treatment), classified into 4 groups of 15 brushes each. All 60 samples planted in the Petri dishes were submerged (before treatment); afterwards each of the samples were introduced into acetic acid in specific concentrations (5%, 10% and 15%) and were seeded again into Petri dishes (after treatment), then incubated at ± 37o C, anaerobically for 48 hours. As a result, 15% acetic acid agents showed the highest level of disinfection in toothbrushes (98.90%) within a 20 minutes time frame. Followed by 10% acetic acid with 95.0% effectiveness, followed by the 5% concentration acetic acid as the lowest degree of disinfection. Water was used as a control group and presented a very low effectiveness of disinfection leaving 80% of contamination. In conclusion, Streptococcus mutans was found to be sensitive in vitro to chemicals such as acetic acid in concentrations such as 5, 10 and 15%; showing greater sensitivity to the agent in 15% concentration.
DOI: 10.17632/vfd3f3srfk
title: Battery health prognosis

description: For paper : Battery health prognosis in data-deficient practical scenarios via reconstructed voltage-based machine learning
DOI: 10.17632/vzh4k3gpy6
title: HIV-2 Diversity Displays Two Clades within group A with Distinct Geographical Distribution and Evolution

description: This dataset contains the xml and MCC trees files supporting a phylogeographic analysis of early HIV-2 dispersal within Western Africa. All methodology and results are presented in the following work submitted for publication: Title: HIV-2 Diversity Displays Two Clades within group A with Distinct Geographical Distribution and Evolution Authors: Benoit Visseaux, Mélanie Bertine, Quentin Le Hingrat, Valentine Ferré, Charlotte Charpentier, Fidéline Collin, Florence Damond, Sophie Matheron, Stéphane Hué, Diane Descamps on behalf of the French ANRS CO5 HIV-2 cohort
DOI: 10.6084/m9.figshare.14233673.v3
title: Mitochondrial DNA content in eggs as a maternal effect

description: Kim et al. data and R code
DOI: 10.6084/m9.figshare.23260148.v2
title: DB_Manuscript_ID_EJN-2022-09-29836.savDatabases manuscrip ID: EJN-2022-09-29836

description: Database used for the data analysis of the study: Emotional intelligence and spelling performance based on the profile of executive functions of schoolchildren.
DOI: 10.6084/m9.figshare.24631827.v1
title: <b>Shear behaviors of confined flow: Insights for understanding the influences of fractal particle size distribution </b><b>in highly localized zones of granular flows</b>

description: The data are originated from the DEM performed on confined shear flow.
DOI: 10.6084/m9.figshare.7951586.v1
title: Gaussian output files (Index 070000-079999)

description: Gaussian output files (Index 070000-080000)
DOI: 10.6084/m9.figshare.978882.v3
title: File 6. Surface Nanoamplitude Parameters.xlsx

description: This data file contains one worksheet containing raw data and descriptive statistics regarding surface stiffness parameters obtained from square areas of amplitude images (viscoelastic-phase mode) of the spider silk fibres using Gwyddion software, and are described in its manual. The column descriptions for the raw data worksheet are as follows: COLUMN A – Sample Label COLUMN B – Average Value COLUMN C – Minimum COLUMN D – Maximum COLUMN E – Median COLUMN F – Ra COLUMN G – Rms COLUMN H – Skew COLUMN I – Kurtosis
DOI: 10.6084/m9.figshare.26395018.v1
title: Minimal dataset supporting the results of the PlosONE paper 'Evaluation of keratometric and total corneal astigmatism measurements from optical biometers

description: With this minimal dataset the results of this paper can be replicated
DOI: 10.6084/m9.figshare.27860991.v3
title: data.xlsx

description: data for 'Inorganic carbon should be considered for carbon sequestration in agricultural soils'
DOI: 10.6084/m9.figshare.6068177
title: Brain 1 MRI (NIfTI format)

description: High-resolution T1-weighted image of brain1 acquired on a 3T GE Discovery MR 750 system at 0.3mm isotropic voxels.
DOI: 10.6084/m9.figshare.10315505.v3
title: Implicature dataset

description: Dialogue Implicature dataset with dialogue triplets &lt; <i>context, utterance, implicature</i> &gt;<br><br>
DOI: 10.6084/m9.figshare.12643196.v2
title: Height Determinants of Young Adult Males Born in the Last Decade of the Nineteenth Century (Countries with Population of European Descent)

description: Human height of males of European descent born in 1890-1899 and environmental variables: GDP per capita (1913), pigs per capita (1900), cattle per capita (1900), income Gini (1910), infant mortality (1897), lactose tolerance, life expectancy at birth (1897), total fertility rate (1897), birth rate (1897)<br>
DOI: 10.6084/m9.figshare.20004335.v1
title: Water availability creates global thresholds in multidimensional soil biodiversity and functions

description: Global field survey to investigate the environmental thresholds of soil biodiversity (bacteria, fungi, protists and invertebrates) and functions (water regulation, plant productivity, nutrient cycling, organic matter decomposition, and plant-microbe interactions).
DOI: 10.6084/m9.figshare.20326668.v1
title: Copy of Malaria Mastersheet.xlsx

description: Mastersheet of hoiho malaria survey for NZVJ paper
DOI: 10.6084/m9.figshare.28661327.v1
title: UW 39953 digital model and image set

description: UW 39953 pterosaur tracks<i>Pteraichnus </i>isp.Sundance Formation, Seminoe Reservoirlate Oxfordian-early Kimmeridgian, Upper Jurassic
DOI: 10.17632/kc2vcvxbcc
title: supplemental flow chart

description: Flow chart for Fungal PPI TriNetX Study
DOI: 10.17632/mwfb74s6rk
title: Supplemental materials JAAD-D-24-02405

description: Supplemental materials JAAD-D-24-02405: COVID-19 infection is associated with an elevated risk for autoimmune blistering diseases while COVID-19 vaccination decreases the risk: A large-scale population-based cohort study of 112 million individuals
DOI: 10.6084/m9.figshare.21120271.v1
title: HIV multiomics metabolomics data

description: Metabolomics data for multiomics project with patients IDs
DOI: 10.6084/m9.figshare.3501728.v1
title: Introduction to robust estimation of ERP data

description: This data package contains the slides, Matlab m files and a dataset for an ERP workshop I gave in Washington DC, Glasgow, Fribourg, Frankfurt & Berlin. The goal of the workshop is to use hands-on exercises to introduce the basic principles and the Matlab implementation of robust estimation, using resampling methods (bootstrap & permutation) in conjunction with robust estimators. The workshop covers why classic t-tests and ANOVAs on means are not necessarily the best options, and how robust approaches can help. In particular, it demonstrates techniques to compare entire distributions, how to build confidence intervals about any quantity using the bootstrap, and how to effectively control for multiple comparisons. The methods are applied to single-subject and group analyses, and examples are provided to integrate both levels into informative figures.
DOI: 10.17632/mytmj4hdgx
title: Data on strandings and behaviour of sea turtles in Tenerife and surveys in Wildlife Recovery centres.

description: There are currently numerous interactions between anthropogenic activities and wildlife. These 
activities have caused a decline in sea turtle populations in recent decades. Spanish waters, both 
on the mainland and on the islands, are staging grounds for these animals, which spend part of 
their life cycle there, mainly for Caretta caretta. However, it is in these same waters where they 
are threatened due to various causes of stranding. This study attempts to gain an in-depth 
understanding of the different phases of the rehabilitation process of these animals at the WRC 
"La Tahonilla" in Tenerife, Canary Islands. It also aims to learn about the development of this 
process in the different rehabilitation centres aimed at recovering sea turtles on the mainland 
and the Canary Islands. We have also studied in depth the process of dealing with a stranded 
sea turtle in the Canary Islands, which do not have their own recovery centre. 
The results of this study have revealed the existence of different 
protocols for action between centres and islands. The improvement and unification of these 
protocols is of vital importance to improve the rehabilitation of sea turtles in Spain.
DOI: 10.17632/stnvdsfkx9
title: ELECTORAL VIOLENCE IN 2023 PRESIDENTIAL ELECTION AND THE FUTURE OF DEMOCRACY IN NIGERIA

description: This study provided an overview of the electoral violence witnessed during Nigeria's 2023 presidential election and its impact on the future of democracy in the country. It highlighted the historical context of Nigeria's transition to democracy in 1999 and the challenges faced during the electoral process. The study also discusses the preparations leading up to the 2023 election, including the selection of presidential and vice-presidential candidates and the proactive measures taken by the Independent National Electoral Commission (INEC) to ensure a smooth electoral process. It emphasized the use of technological advancements and the efforts to expand voter registration and polling units. However, on election day, the delay in voting commencement at many polling units raised concerns about the efficiency and preparedness of the electoral Umpires. The researchers concluded by pointing out the implications of these challenges on the integrity of the election and the future of democracy in Nigeria.
DOI: 10.6084/m9.figshare.1334071.v1
title: Koala skull CT scan

description: This is a file set of 200 CT slices of a koala skull with the soft tissue. The koala is an adult male that was struck by a car in Victoria, Australia. There is a fracture of the mandible.
DOI: 10.6084/m9.figshare.16577897.v1
title: Supplementary Material for: Pregnancy in Women with Atypical Hemolytic Uremic Syndrome

description: <b><i>Background:</i></b> Pregnancy outcomes in patients with atypical hemolytic uremic syndrome (aHUS) are not well-documented. Here, we present characteristics of and outcomes for patients with aHUS who became pregnant while enrolled in the Global aHUS Registry. <b><i>Methods:</i></b> The observational Global aHUS Registry (NCT01522183), initiated in April 2012, collects demographics, disease history, treatment, and outcomes data for patients with aHUS, regardless of treatment approach. This descriptive analysis includes patients from the Registry with evaluable pregnancy data supplemented with pharmacovigilance information; the number of pregnancies, outcomes, and exposure to eculizumab were evaluated. <b><i>Results:</i></b> As of April 1, 2019, 44 pregnancies were recorded in 41 patients, with 24 pregnancies exposed to eculizumab. Pathogenic variants were identified in 48.8% of patients. Three patients were on dialysis and 6 patients had a kidney graft at the time of pregnancy. Excluding elective terminations, 85.3% of pregnancies resulted in live births. Elective terminations were recorded in 22.7% of pregnancies, miscarriages occurred in 9.1% of pregnancies, and late fetal death in 2.3% of pregnancies. No malformations or anomalies were reported. <b><i>Conclusions:</i></b> Our results show that in women with aHUS, even on dialysis or with a kidney graft, pregnancy is possible with careful monitoring for aHUS flares and prematurity. Prophylactic or therapeutic eculizumab offers disease control with low-risk of fetal abnormalities.
DOI: 10.6084/m9.figshare.19615704.v4
title: MECG_BaseDadesAnonim.csv

description: Dataset to test our algorithm to form automatically heterogeneous collaborative groupings (MECG, see Minimum Entropy Collaborative Groupings: A tool for an automatic heterogeneous learning group formation). <br> The dataset consists in 200 students from two specific subjects (Societat, Innovació) from a master's degree in teacher training. For both subjects, students have to present several teamwork projects; all the groups remain fixed throughout the academic year. The students first answered both a CHAEA and a LML questionnaires. Then with this information we used our approach to split the students into 4 member group; some were grouped with MECG and others were randomly grouped as a control group (RG). <br> Performance is observed from 6 scale: Effectiveness, Entitativity, Uncertainty, Interrelationship, Maturity and Potency.
DOI: 10.6084/m9.figshare.24142992.v2
title: Results of GOTM-ECOSMO-E2E-Polar in Hornsund (noSPM scenario)

description: Results of numerical experiments designed using the Polar version of the biogeochemical ECOSystem Model (ECOSMO-E2E-Polar version) coupled with the General Ocean Turbulence Model (GOTM). The model was implemented at 20 stations located within the newly ice-free areas released due to the retreat of marine-terminating glaciers in Hornsund. The simulations were run from the beginning of 2005 to the end of 2009. This is a control run without inorganic SPM input.<br>
DOI: 10.6084/m9.figshare.24146691.v1
title: Netcdf of figures

description: The data used to create figures of study on Tropical instability waves (TIWs) and the equatorial intraseasonal Kelvin waves (IEKWs) in the Pacific Ocean. Here we investigate the energetics of this interaction based on a tropical Pacific configuration of a regional ocean model over the period 1993-2019. We compare two oceanic simulations: the control run (CR) that simulates realistically the mean circulation and intraseasonal variability with the linear (LIN) simulation that reduces the TIWs activity. We analyze the tendency terms of the TIW kinetic energy of selected upwelling and downwelling Kelvin wave events.
DOI: 10.6084/m9.figshare.25562871.v1
title: OrthoFinder Results

description: Results from OrthoFinder
DOI: 10.6084/m9.figshare.28397207.v1
title: Arsenic toxicity exacerbates China’s groundwater and health crisis

description: Description of additional supplementary files of Arsenic toxicity exacerbates China’s groundwater and health crisis
DOI: 10.6084/m9.figshare.7038584.v1
title: Questions on Diabetes from Patients and the Public

description: There are two Excel .csv files containing questions on type 2 diabetes mellitus tagged by the specific topics each question covers. clinicquestions.csv has questions collected from 100 patients. crowdsourcedquestions.csv has questions collected from 300 members of the public. <br>Questions on type 1 diabetes were removed, as were questions on clinic operations. Details on the coding can be found in the citation (below).<br>clinicquestions.csvNumber of instances: 152Number of attributes: 25Attribute characteristics: text; integer IDs, one-hot encodingsMissing data: none<br>crowdsourcedquestions.csv Number of instances: 284Number of attributes: 26Attribute characteristics: text; categorical (Female/Male); integer IDs, one-hot encodingsMissing data: none<br>ATTRIBUTES:gender – categorical (Male/Female)person_ID – Integer identifier for the person asking the question qx_ID – Integer identifier for the questionQx – The text of the question itself, as asked, without corrections or edits22 topic categories one-hot encoded:CAUSE ; RISK; PREVENTION; DIAGNOSIS; MANIFESTATIONS; TREATMENT; ANATOMY; CURE; DIET; EXERCISE; WEIGHT; SELF-MANAGEMENT; DISEASE COMPLICATIONS; TREATMENT COMPLICATIONS; PERSON or ORGANIZATION; PROGNOSIS; DISTRIBUTION of a DISEASE in a POPULATION; INHERITANCE PATTERNS; RESEARCH; PSYCHOSOCIAL; Own HEALTH RECORD RELATED; OTHER<br><br> CITATION: Crangle CE, Bradley C, Carlin PF, Esterhay RJ, Harper R, Kearney PM, Lorig K, McCarthy VJC, McTear M, Savage E, Tuttle MS, Wallace JG. (2018, to appear) Exploring Patient Information Needs: A Cross Sectional Study of Questions on Type 2 Diabetes. PLOS ONE
DOI: 10.6084/m9.figshare.22122683.v1
title: Update: Zeitreihendatensatz für Deutschland, 1834‐2018

description: Update des German Time Series Dataset, 1834-2012 (https://doi.org/10.6084/m9.figshare.1450809.v1) Dokumentation: https://www.gesis.org/hsr/volltext-archiv/hsr-trans/hsr-trans-32 Textband: https://www.bpb.de/shop/buecher/zeitbilder/211002/deutschland-in-daten/
DOI: 10.6084/m9.figshare.26342338.v1
title: Genome assembly and annotation of <i>Dendrobium</i> orchids

description: This repository contains: 1) genome assemblies and annotations of <i>Dendrobium</i> orchids, 2) Iso-Seq data, and 3) other supplementary datasets, including orthogroup data, karyotype reconstruction coordinates, and data underlying MCScan WGD calculations.
DOI: 10.6084/m9.figshare.28877447.v1
title: Supplementary of Data File 1. Annotation Result with Bakta isolate GRscRKIBali001

description: Data present Annotation Result of GRscRKIBali001 using Bakta
DOI: 10.6084/m9.figshare.27173805.v1
title: Prisma 2020 Checklist for <b>Artificial intelligence in the prediction of stone-free status in urinary stone disease treated with extracorporeal shockwave lithotripsy: A systematic review</b>

description: Prisma 2020 Checklist for <b>Artificial intelligence in the prediction of stone-free status in urinary stone disease treated with extracorporeal shockwave lithotripsy: A systematic review</b>
DOI: 10.6084/m9.figshare.6148721.v1
title: Multiple choice assessment for elimination testing and negative marking: test data, student gender, student GPA, questionnaire data

description: The data results from a study on multiple choice assessments and more specifically the comparison of negative marking and elimination testing on guessing and test anxiety. Data collection is as described by Vanderoost J. et al (Vanderoost J., Janssen R., Eggermont J., Callens R., and De Laet T.; Elimination testing with adapted scoring reduces guessing and anxiety in multiple-choice assessments, but does not increase grade average with respect to traditional negative marking; https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0203931)The data results from a study at the KU Leuven, Flanders, Belgium. The students are 1<sup>st</sup> and 2<sup>nd</sup> year students in the master of Medicine. All students had prior experience with multiple-choice exams, which were scored using negative marking (NM).<br>Thanks to the exam test design the following data is available for each student: master level (1st or 2nd master), examination moment for PED and GO, exam scores for PED and GO, and for each question: score, answering pattern, and knowledge level.<br> Additionally, as both gender and ability could influence the exam score, the answering patterns, and the knowledge levels, gender, and grade point average (GPA) of each student was retrieved from the university data base. This study uses GPA of the entire academic year (without resits) as a measure for student ability <br><br>
DOI: 10.6084/m9.figshare.902197.v1
title: Are scholarly articles disproportionately read in their own country? An analysis of Mendeley readers

description: Statistics from the paper: Are scholarly articles disproportionately read in their own country? An analysis of Mendeley readers<br>by Mike Thelwall and Nabeil Maflahi
DOI: 10.6084/m9.figshare.9733706.v4
title: RFI Detection and Mitigation using Compressive Statistical Sensing

description: Radar data acquired from Arecibo Radio Observatory and used in the experiments depicted in the manuscript "RFI Detection and Mitigation using Compressive Statistical Sensing"
DOI: 10.6084/m9.figshare.12899960.v5
title: Exenatide, metformin, or both for prediabetes in PCOS: A randomized, open-labeled, parallel-group controlled study

description: <b>supplemental table1 ，Chi-Square tests，supplemental table1 normality test</b>
DOI: 10.6084/m9.figshare.26861002.v1
title: Anonymized data and the input features for the predictive models in "Integrated multiomics signatures to optimize the accurate diagnosis of lung cancer"

description: Anonymized data and the input features for the predictive models in "Integrated multiomics signatures to optimize the accurate diagnosis of lung cancer"