cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mm425mfhhm
title: Relationship between foot condition in standing and rearfoot eversion moment during walking

description: Evaluating the magnitude of the rearfoot eversion moment, which influences rearfoot eversion motion during walking, is crucial for preventing lower limb and lower back injuries. This study aimed to determine whether the magnitude of the rearfoot eversion moment during the support phase of walking can be estimated based on foot conditions in a standing position. A motion capture system and a force platform were used to collect data on the center of the ankle joint position, longitudinal foot axis orientation, and ground reaction force during both standing and the support phase of walking in 43 healthy adult males. The study examined the relationship between the lateral distance from the ankle joint center to the center of pressure during standing and the magnitude of the rearfoot eversion moment during the support phase of walking. A significant correlation was observed between the lateral distance from the ankle joint center to the center of pressure during standing and the peak rearfoot eversion moment during the support phase of walking. These findings suggest that the rearfoot eversion moment during walking may be estimated using standing data. This could facilitate a simple evaluation method for injury prevention in clinical practice.
DOI: 10.17632/ymtxt8jw36
title: PHBV mechanical property composition data

description: This data set is about the mechanical properties of PHBV polymer as a function of HV mol fraction. The data has been compiled from literature. A Matlab script is accompanied for visual representation.
DOI: 10.6084/m9.figshare.14528925.v1
title: Raw fossil data

description: This is the raw fossil data downloaded from the Paleobiology database on April 21st 2021. This data was used for the manuscript "Deep-time climate legacies affect origination rates of marine genera". The data is deposited in this additional repository, as the file was too big for the accompanying github repository.
DOI: 10.6084/m9.figshare.20769331.v1
title: Online social well-being dataset

description: There are two datasets related to our study on the relation between self-disclosure and online social well-being. Two separate files are provided; demographic variables and scale variables.
DOI: 10.6084/m9.figshare.28456544.v1
title: Supplementary Material for: Group Acceptance and Commitment Therapy versus Cognitive Behavioral Therapy/Exposure Response Prevention for Obsessive Compulsive Disorder: A Block Randomized Controlled Trial

description: Introduction: Acceptance and Commitment Therapy (ACT) may be as effective for treating Obsessive Compulsive Disorder (OCD) as the gold standard treatment, Cognitive Behavioral Therapy (CBT) with Exposure Response Prevention (ERP), but ACT has never been directly compared to CBT/ERP in a randomized control trial. Objective: This study aimed to compare the efficacy of group-based ACT and CBT/ERP in two outpatient mental health service clinics for adults with OCD. Methods: A total of 176 patients with OCD participated in a single-blinded, non-inferiority, block randomized controlled trial. Patients were assigned to either the ACT (n = 101) or CBT/ERP (n = 75) groups for 14 weekly sessions. The primary outcome was the Yale-Brown Obsessive Compulsive Scale (Y-BOCS) score at post-treatment and at the 6-months follow-up with pre-specified non-inferiority criteria. Quality of life, measured using the Quality of Life Inventory (QOLI), was the secondary outcome. Results: Linear mixed models showed that Y-BOCS scores in the ACT group were non-inferior to those in the CBT/ERP group both post-treatment and at 6, and 12-months of follow-up. QOLI scores also showed no significant differences in ACT compared to CBT/ERP across the three measurement points. Conclusions: This randomized controlled trial demonstrated that group-delivered ACT is non-inferior to CBT/ERP in reducing OCD symptoms and improving the quality of life of patients with OCD in outpatient mental health services. These findings suggest that ACT may serve as a viable alternative to CBT/ERP in adults with OCD in outpatient mental health settings, although further replication is necessary.
DOI: 10.6084/m9.figshare.28473533.v1
title: Experimentation Data - Metro.xls

description: Excel sheet
DOI: 10.6084/m9.figshare.29086340.v1
title: Data and code for <b>RAFU analysis – a computational method for examining adaptive latitudinal variation of endodormancy release in extratropical trees</b>

description: Data and code for the manuscript "<b>RAFU analysis – a computational method for examining adaptive latitudinal variation of endodormancy release in extratropical trees</b>".The study developed a computational method to predict endodormancy release (t<sub>EDR</sub>) using chilling hours (CH<sub>crit</sub>) and accumulated growing degree days (RAFU). RAFU, the forcing accumulation above 5℃ until December, represents the risk of spring frost damage. By calculating RAFU, the study examines the relationship between these metrics and upper temperature limits (T<sub>upp</sub>)  to explore underlying climatic mechanisms and the latitudinal adaptation of endodormancy in extratropical trees.<br>
DOI: 10.6084/m9.figshare.7149179.v1
title: Security-standard compliant SAFe S2C SAFe

description: The S<sup>2</sup>C framework explains in which specific parts of SAFe which specific 4-1 standard activities should be carried out as well as which SAFe actors are involved in generating security artefacts. It concentrates on the SAFe continuous delivery pipeline (CDP), where the actual product development occurs. It describes how SAFe can be compliant to the 4-1 standard practices concerning security requirements (SR), secure implementation (SI), and security verification and validation testing (SVV).<br>
DOI: 10.17632/p9fjkcxvs6
title: Data_KlaverNatGeoscsubmitted2023

description: All data generated in this study (Mg isotope data for lunar samples and EPMA data for experiments), Mg isotope models, and literature Mg isotope data for lunar samples
DOI: 10.6084/m9.figshare.12072249.v1
title: Genotype dataset_GWASQC_498.vcf

description: The genotype dataset for paper 'Genome-Wide Association Study Using Individual SNPs and Haplotypes for Erythrocyte Traits in Alpine Merino Sheep'<br>
DOI: 10.6084/m9.figshare.24718329.v2
title: DEPROIN

description: DEPROIN_DATOS
DOI: 10.17632/wskk76g5tb
title: Community Involvement Survey

description: This survey investigated 33 students at the end of their group project presentation to refect on their feedback working on a project that contributes to the community's well-being.
DOI: 10.6084/m9.figshare.13516238.v1
title: Perovskite Solar Cell Database

description: Perovskite Solar Cell Device Database Auto-generated Using ChemDataExtractor
DOI: 10.6084/m9.figshare.25912459.v1
title: Wales COVID-19 Evidence Centre 2021-2023_Stakeholder survey

description: This data is from a survey (Stakeholder survey), undertaken as part of the work of the Wales COVID-19 Evidence Centre, during the COVID-19 pandemic (2021-2023).The survey was sent to key stakeholders (health and social care decision makers e.g. from Social Care Wales, Welsh Government, National Health Service), who had a rapid synthesis of research evidence completed by the Wales Covid-19 Evidence Centre. Questions included those asking about the Centre processes, use of the findings and other feedback in this area. 22 stakeholders completed the survey.The data is from a survey designed and managed in On-line surveys (https://www.onlinesurveys.ac.uk). The data was downloaded in Excel and is presented in this format. The questions are presented as the top line of each column.Some data and identifiers were removed (i.e. names. job title, place of work, any comments that may identify them, and feedback where participants did not give permission to quote this (as indicated in the file)) in order to anonymise the data, as respondents had not consented to have their data shared without anonymisation.<br>
DOI: 10.17632/ryncns4nc8
title: Cuban National Chemistry Contest 2019

description: This contribution compiles the problems, solutions and results of the Cuban chemistry olympiad for high school students celebrated nationwide in 2019. The Cuban National Chemistry Contest (CNQ, Concurso Nacional de Química, official name in Spanish) is a yearly competition intended to stimulate high school students the study chemical sciences during their bachelor's. It is sponsored by the Cuban Ministry of Education (MINED, official acronym in Spanish). Tenth-, eleventh- and twelfth-graders (15-17 years old, on average) are welcome to participate. This event is preceded by the Municipal Contest at each high school and the Provincial Contest in every province of Cuba. Winners of the latter are invited to participate in the national event. This Cuban chemistry olympiad takes place at the Vocational High School for Exact Sciences (IPVCE, official acronym in Spanish) in every province. It is organized as a two-day event in February or March every year. During the competition, the students try to solve two sets of theoretical or theoretical-practical problems elaborated by previous contestants and mentors. The qualification of the exams is performed in Havana by a tribunal integrated by selected teachers from all over the country. The highest scores are priced with gold, silver and bronze medals. Top winners can choose any career in science and the university they like the most to continue their studies with no need for additional requisites. In addition, they are part of the national pre-selection and are invited to Havana for a short training period. After a final selection round, the national team for the international chemistry olympiads is formed. Herein, the problem sets of the Preparatory Problems booklet, the national exams and their solutions, and the results of the Cuban students in the national and international competitions are provided in the official Spanish version and English translation.
DOI: 10.6084/m9.figshare.1449148.v2
title: GreenlandGlacierNames_GGNv01

description: Place names in Greenland can be difficult to get right, as they are a mix of Greenlandic, Danish, and other foreign languages. In addition, orthographies have changed over time. With this new dataset, we give the researcher working with Greenlandic glaciers the proper tool to find the correct name for glaciers and ice caps in Greenland and to locate glaciers described in the historic literature with the old Greenlandic orthography. The dataset contains information on the names of 733 glaciers, 285 originating from the Greenland Ice Sheet (GrIS) and 448 from local glaciers and ice caps (LGIC). http://www.the-cryosphere-discuss.net/9/1593/2015/tcd-9-1593-2015.pdf Current available version: V1.0 Dataset is available as: 1)Text file 2)ArcGIS shapefile 3)KML file
DOI: 10.6084/m9.figshare.27967422.v1
title: Dekois test dataset

description: Dekois 2.0 test dataset used in our research paper: A foundation model for protein-ligand affinity prediction through joint optimizing virtual screening and hit-to-lead optimization
DOI: 10.6084/m9.figshare.6210173.v2
title: Data analysis scripts VR Acceptance

description: These R scripts were used to preprocess and analyze the data of the VR acceptance study. The script "RunAnalyses" executes each data-analysis step. The script "SummarizeData" will preprocess and create the datasets used for the analyses. Some parts of this script may not run accurately on the raw dataset that is publicly shared, since the raw data of the demographics were adjusted to protect participant's privacy.<br>
DOI: 10.17632/z4rgfg2ff9
title: Dataset on Removal of Trimethoprim using UV/persulfate and UV/sulfite systems: Optimization by Response Surface Methodology

description: Using response surface methodology for the optimization of UV/persulfate and UV/sulfite system on the removal of Trimethoprim
DOI: 10.6084/m9.figshare.1401984.v1
title: An Ontology-Based System for Querying Life in a Post-Taxonomic Age

description: Grant proposal (project description and references cited) to the US National Science Foundation, Advances in Biological Informatics (ABI) program as Collaborative Research. Funded in 2015. Files include public abstract as submitted to NSF.
DOI: 10.6084/m9.figshare.14543994.v1
title: Demographic and life history traits explain patterns in species vulnerability to extinction

description: Data and R code to accompany the manuscript "Demographic and life history traits explain patterns in species vulnerability to extinction" by Haydée Hernández-Yáñez, Su Yeon Kim, & Judy P. Che-Castaldo
DOI: 10.6084/m9.figshare.16669663.v1
title: facial EMG processed data

description: Folder structure:<br>touchcomm-psci/data/processed/<br>+ femg-02_artifacts-labelled.csv<br>+ femg-03_binned-100ms-clean.csv<br>+ femg-05_ML-predictions-output.txt<br>+ femg-04_cleaned-time-selected/+ + one file for each role/muscle combination, e.g. "fEMG_clean_rcor_0to4sec_100ms-binned.csv"<br>+ femg-01_aligned/+ + one file for each session, e.g. "T03_R85_femg_aligned.csv"<br>
DOI: 10.6084/m9.figshare.3566049.v1
title: Appendix B. Fourier tutorial.

description: Fourier tutorial.
DOI: 10.6084/m9.figshare.20015438.v1
title: Effects of upper cervical manipulation on the electromyographic activity of the masticatory muscles and the opening range of motion of the mouth in women with temporomandibular disorder: randomized and blind clinical trial

description: ABSTRACT We evaluated the effects of upper cervical manipulation on the surface electromyographic activity (sEMG) of masticatory muscles and range of motion of the opening movement of the mouth in women with temporomandibular disorders (TMD). We evaluated 10 women with myogenic a TMD diagnosis, according to the Research Diagnostic Criteria for Temporomandibular Disorders (RDC/TMD) and divided randomly into an experimental group (EG) n=5, which received upper cervical manipulation, and a placebo group (PG) n=5, which received maneuvers without therapeutic effects. Five interventions were performed in both groups, once a week, with performance of pre-intervention assessments, post-immediate assessments (after 1st intervention) and post-delayed assessments (48 hours after the 5th intervention). The sEMG activity was processed using the root mean square and normalized by the peak value (RMS EMGn). We used for comparison the Student's t-test and ANOVA two-way repeated measures, adopting as significance the amount of 5%, and the Cohen d for treatment effect size. We found a significant interaction of group vs time (p&lt;0.05) in the RMS EMGn of the left and right temporal muscles at rest, as well as for all masticatory muscles during maximal isometric contraction during jaw-elevation and jaw-depression. Treatment effect size, high to moderate, was observed in the EG, especially in the post-delayed assessment. We also observed a significant increase (p&lt;0.05) and a high treatment effect during mouth opening in the EG. The upper cervical manipulation demonstrated a balance of the RMS EMGn of the masticatory muscles and increase the opening range of motion of the mouth in women with myogenic TMD.
DOI: 10.6084/m9.figshare.14370785.v1
title: WACCM4 5Tg-46.8Tg India-Pakistan Cases

description: India and Pakistan nuclear war simulations.<br>lnw_targets_01 = 5 Tg India-Pakistan <br>nw_targets_02 = 27.3 Tg India-Pakistannw_targets_03 = 37 Tg India-Pakistannw_targets_04 = 16 Tg India-Pakistannw_targets_05 = 46.8 Tg India-Pakistan
DOI: 10.6084/m9.figshare.24460546.v2
title: Datasets for LSFP-Net

description: We developed a deep unrolled neural network, dubbed LSFP-Net, for real-time MRI reconstruction. This dataset is used for training and testing the LSFP-Net.
DOI: 10.6084/m9.figshare.28695671.v2
title: Inverse Design to Capture Latent Real-space Topology in Aperiodic Systems Through Machine Learning

description: The file "Data" contains the datasets presented in the paper titled "Inverse Design to Capture Latent Real-space Topology in Aperiodic Systems Through Machine Learning". There are three folders named "Coupling_for_1D_IDA_model", "Coupling_for_2D_IDA_model", and "Experiments_with_disorders". The first one contains three sheets—"Initial_settings", "Frequency_customization", "Distribution_customization", which are the raw data for generating Figs. 2, 3, S6, and S7. The second one contains three sheets—"Initial_settings", "Frequency_customization", "Distribution_customization", which are the raw data for generating Figs. 5, S10, and S11. The third one contains the raw data from experiments for generating Fig.4c.<br>The file "Code" contains the related code of the paper titled " Inverse Design to Capture Latent Real-space Topology in Aperiodic Systems Through Machine Learning". There are six folders named "GDOA_1D", "GDOA_2D", "1D_original_spectral_localizer", "1D_reduced_spectral_localizer", "2D_original_spectral_localizer", and "Winding_number". The first one contains the codes for generating coupling in Figs. 2, 3, and Figs. S6, S7. The second one contains the codes for generating coupling in Fig. 5, and Figs. S10, S11. The third one contains the codes for generating Figs. 2j–2r. The fourth one contains the codes for generating Figs. 3g–3i, 3k–3m, 3o–3q, 3s–3u, and Figs. 5e, 5g, 5i. The fifth one contains the codes for generating Figs. S9b–S9d, S9f–S9h, and S9j–S9l. The sixth one contains the codes for generating Figs. 3f, 3j, 3n, and 3r.
DOI: 10.17632/4n7j9ry468
title: Data for: It's about Time: Delay-Dependent Forgetting of Item- and Contextual-Information

description: Data included: Exp_[1-3]_data.csv: Table with all experiments’ raw data (see description below) in long format. W_dictionary.xlsx: Dictionary with 800 words (in Hebrew), the wordpool for all three experiments and each word’s numeric code - the corresponding index in semantic distance matrix. W_Semantic_Distances.csv: A 800*800 matrix which holds the semantic distances between each pair of words in the dictionary. Semantic distances between each word pair were derived from the semantic network constructed by Kennet et al., (2011). In this model, semantic distance is measured by pathway length (=lowest number of paths needed to cross between two nodes), where a distance of 1 signifies high semantic similarity and increasing pathway length signifies lower semantic similarity.
DOI: 10.6084/m9.figshare.1425060.v2
title: Subject_7_1from Appelgren and Bengtsson, Feedback on Trait or Action Impacts on Caudate and Paracingulum Activity, Plos one 2015

description: Subject 7 Session Task from Appelgren and Bengtsson, Feedback on Trait or Action Impacts on Caudate and Paracingulum Activity, Plos one 2015
DOI: 10.6084/m9.figshare.14411975.v2
title: Te Waihora Groundwater Chemistry

description: A dataset of 40 hydrochemistry samples taken in groundwater and surface water around Te Waihora/Lake Ellesmere, a coastal lagoon in New Zealand. Samples were analysed for major ions, stable water isotopes, nutrients and trace metals.
DOI: 10.6084/m9.figshare.24581710.v4
title: Data from reduction of wing area affects estimated stress in the primary flight muscles of chickens

description: Raw data including muscle mass, physiological cross-sectional area and estimated muscle stress of the supracoracoideus
DOI: 10.17866/rd.salford.28138010.v2
title: <b>DDoSViT: IoT DDoS Attack Detection for Fortifying Firmware Over-The-Air (OTA) Updates Using Vision Transformer</b>

description: The widespread adoption of Internet of Things (IoT) devices has introduced numerous vulnerabilities, particularly in firmware over-the-air (OTA) updates. These updates are essential for improving device functionality and addressing security vulnerabilities. However, they have increasingly become the focus of distributed denial of service (DDoS) attacks designed to disrupt the update process. Historically, the infamous Mirai botnet and its variants have exploited IoT vulnerabilities to carry out successful DDoS attacks. In recent years, deep learning models, especially Vision Transformers, have gained significant attention due to their exceptional performance in image classification tasks. To optimize detection and alert mechanisms, this novel study proposes a DDoSViT framework. This Vision Transformer (ViT)-based multi-vector DDoS and DoS attack detection framework converts attack flows into images and trains Vision Transformers on an attack image dataset. To validate the proposed framework, this study extensively reviewed diverse datasets and selected CICIoT2023 and CICIoMT2024 datasets ensuring these contain real-world attack scenarios and multi-vector real attacks. The proposed methodology and rigorous experimentation demonstrated 99.50\% accuracy in multi-class classification across 23 different variants of DDoS and DoS attacks, outperforming contemporary models. The model's performance was assessed using metrics such as accuracy, precision, recall, and F1-score. This research provides significant benefits to security practitioners and administrators, offering reduced false positives and reliable alerts during firmware over-the-air updates in IoT-edge devices.
DOI: 10.6084/m9.figshare.16649884.v1
title: Supplementary Data File 2 targetaml_raw_mat.csv

description: transcriptome data sets of targetaml
DOI: 10.6084/m9.figshare.28359035.v1
title: Spo_maritimus_gene_annotation.gff3.gz

description: Gene structural annotation of S. maritimus genome
DOI: 10.17632/h76rf38jkn
title: Artificial Intelligence Operated Dental Handpiece for Dental Students Practice

description: A 3720 record of data were collected from the prototype mentioned 2 from 61 practitioners (29 Male and 31 Female) with an average age of 38. The data were collected while performing opening cavities for fillings. The data consists of the following: ID, State, Time, Deviation, Roll, Pitch, Yaw, Acceleration, and Velocity. The ID is the practitioner ID that was assigned to him to store his information separately. The second parameter is the state, which is represented by three forms: Lever Range, Alert Range, and Stop Range. The state was determined based on observation. The Device Roll, Pitch and Yaw describe the rotation axis of the device. Finally the Acceleration and Velocity which describes the motion state at the given time.

Please reference our work by citing our article: "Artificial Intelligence Operated Dental Handpiece for Dental Students Practice: A Step Towards Precision and Automation"
For collaboration about the prototype please contact Dr. Omar Shalash, email: omar.o.shalash@aast.edu or Dr. Esraa Khatab, email: e.khatab@hw.ac.uk
DOI: 10.6084/m9.figshare.23261618.v1
title: Targeted cross-linker delivery for the in situ mapping of protein conformations and interactions in mitochondria

description: The size, PDI, zeta potential and NTA of the NPs were determined using a Zetasizer Nano-ZS instrument (Malvern instruments, UK), and each measurement was run at three times using automated, optimal, measurement times and laser attenuation settings. The loading efficiency was measured using a HITACHI Chromaster high-performance liquid chromatography (HPLC, Japan) instrument, and each measurement was run at three times. The labeling efficiency of the NPs with fluorescent reagents was determined using an SH800S cell sorter (Sony Biotechnology). The fluorescence image were taken by laser scanning confocal microscopy (Nikon) and Andor live cell confocal imaging platform (Revolution WD). <br>
DOI: 10.6084/m9.figshare.23966922.v1
title: Mini dataset for High-resolution single-photon imaging with physics-informed deep learning

description: This is a mini dataset for High-resolution single-photon imaging with physics-informed deep learning to interpret, verify and extend the research for readers. The mini dataset includes the input and output based on our method, as well as the dark count data we calibrated.
DOI: 10.6084/m9.figshare.28235840.v2
title: Plot data for "Low-phase-noise surface-acoustic-wave oscillator using an edge mode of a phononic band gap"

description: Plot data for Figures 1 - 6 in article "Low-phase-noise surface-acoustic-wave oscillator using an edge mode of a phononic band gap".