cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28660496.v1
title: <b>Causal Effects of AI-Powered Digital Assistance on Generation Z Online Shopping: A Data Mining Approach</b>

description: This study investigated the effects of AI-powered online shopping service attributes and Generation Z consumer characteristics on the attitudes and behaviors of Generation Z consumers. Using focus groups and inductive analysis, six key attributes of AI-powered digital assistance were identified from the perspective of Generation Z consumers. Rough Set Analysis was applied to establish causal relationships among the conditional attributes of AI-powered digital assistance, consumer characteristics, and Generation Z consumers’ attitudes and behaviors, resulting in ten decision-making rules. The findings extend academic research on the response mechanisms of Generation Z consumers to novel technology services and provide managers strategic insights for improving online services.
DOI: 10.17632/2wygr8s3xy
title: Sivan et al., 2024_GCA_research data

description: The research data used in the paper, to plot the figures and for all the calculations presented in the paper.
DOI: 10.17632/vrm6fw6j38
title: Pepper regeneration capacity analysis

description: Samples (with description):
94: NonDe (Nondedifferention)；8: ExDe (Excessive dedifferentiation)；19C-1: NorDe (Normal dedifferentiation)；19C-2: AbDi (Abnormal differentiation)；19C-3: NorDi (Normal differentiation).
Each sample was repeated 3 times, and each duplicate is represented as: samples name-1/2/3.
Abstract
(1) The eukaryotic reference transcriptomic (RNA-seq) analysis of 18 samples was completed, and a total of 115.53 Gb of Clean Data was obtained, and the Clean Data of each sample reached 5.70 Gb, and the percentage of Q30 bases was 92.98% or above.
(2) The Clean Reads of each sample were sequentially compared with the specified reference genome. Variable splicing prediction analysis, gene structure optimization analysis and discovery of new genes were performed. 18,520 new genes were discovered, of which 14,755 were functional annotation.
(3) In this project, Fold Change≥2 and FDR&lt;0.01 were used as differential gene screening criteria.
DOI: 10.6084/m9.figshare.25880419.v3
title: Utilization Of Sexual Reproductive Health Services Among Young People Living With HIV attending Selected HIV clinics in selected sub counties of Nairobi, Kenya

description: This study aimed to assess the factors associated with utilization of sexual reproductive among young people living aged 15-24 years with HIV in Nairobi.
DOI: 10.25383/city.23987694.v1
title: HEALTHEI Scoping Review protocol framework.docx

description: This is a Workflow document outlining the procedure for the HEALTHEI scoping review, modelled on the framework for scoping reviews established by Arksey and O'Malley (2005). The project's objective, methods and research question are defined, followed by excerpted guidance from the Arksey and O'Malley (2005) framework for each procedural stage of the review. Selection criteria for journal articles are listed, along with criteria for coding and notes on reflections and limitations of the study.
DOI: 10.6084/m9.figshare.27752136.v1
title: Supplementary Material for: Multicenter evaluation of machine-learning continuous pulse rate algorithm on wrist-worn device

description: Introduction. 
Though wrist-worn photoplethysmography (PPG) sensors play an important role in long-term and continuous heart rhythm monitoring, signals measured at the wrist are contaminated by more intense motion artifacts compared to other body locations. Machine learning (ML)-based algorithms can improve long-term pulse rate (PR) tracking but are associated with more stringent regulatory requirements when intended for clinical use. This study aimed to evaluate the accuracy of a digital health technology using wrist-worn PPG sensors and an ML-based algorithm to measure PR continuously. 
Methods.
Volunteers were enrolled in three independent clinical trials and concurrently monitored with the investigational device and FDA-cleared electrocardiography (ECG) devices during supervised protocols representative of real-life activities. The primary acceptance threshold was an accuracy root-mean-square (ARMS) ≤ 3 beats per minute (bpm) or 5 bpm under no-motion and motion conditions, respectively. Bias, mean absolute error (MAE), mean absolute percentage error (MAPE), limits of agreement (LoA), and Pearson and Lin’s concordance correlation coefficients (⍴ and CCC) were also computed. Subgroup and outlier analyses were conducted to examine the effect of site, skin tone, age, sex, body mass index (BMI), and health status on PR accuracy.
Results.
Collectively, 16915 paired observations between the device and the reference ECG were analyzed from 157 subjects (male: 49.04%, age mean: 43 yo, age range: 19-83 yo, BMI mean: 26.4, BMI range: 17.5-52, Fitzpatrick class V-IV: 22.9%, cardiovascular condition: 24%). The PR output attained an accuracy of 1.67 bpm under no-motion (n=5621 minutes) and 4.39 bpm under motion (n=11294 minutes), satisfying the acceptance thresholds. Bias and LoA (lower, upper LoA) were -0.09 (-3.36, 3.17) bpm under no-motion and 0.51 (-8.05, 9.06) bpm under motion. MAE was 0.6 bpm in no-motion and 1.77 bpm in motion, and MAPE was 0.86% in no-motion and 2.05% in motion, with ⍴ and CCC &gt; 0.98 in both conditions. ARMS values met the clinical acceptance threshold in all relevant subgroups at each clinical site separately, excluding male subjects under motion conditions (ARMS=5.41 bpm), with more frequent and larger outliers due to stronger forearm contractions. However, these mostly occurred in isolation and, therefore would not impact the clinical utility or usability of the device for its intended use of retrospective review and trend analysis (⍴ and CCC &gt; 0.97 and MAPE = 2.61%). 
Conclusion.
The analytical validation conducted in this study demonstrated clinical-grade accuracy and generalizability of ML-based continuous PR estimations across a full range of physical motions, health conditions, and demographic variables known to confound PPG signals, paving the way for device usage by populations most likely to benefit from continuous PR monitoring.
DOI: 10.17632/jw64nf3rn5
title: Tropomyosin Tpm3.1 is required to maintain the structure and function of the axon initial segment

description: Original pictures and Excel files of published main Figures (Fig 1, all panels; Fig 2, C-E; Fig 3, all panels, Fig 4 A and C + MDL supplementary figure stats; Fig 6, all panels; Fig 7, A and C; Fig 9, all panels).
DOI: 10.6084/m9.figshare.14367956.v1
title: 504 sequences used in phylogenetic analysis of MLST data

description: Alignment file used to generate phylogenetic tree showing relationships among K. oxytoca complex species and different MLST sequence types.<br>
DOI: 10.6084/m9.figshare.13190735.v4
title: Genotype data

description: These data include 1. the genotypes for all mice at ~110,000 typed variants; genotypes are represented as a probability vector quantifying the founder of origin of each variant2. the genotypes for all mice at ~32.5 million segregating variants (imputed and typed); genotypes are represented as fraction of total dosage contributed by the non-reference allele (i.e., multiply by 2 to compute the dosage for diploid organisms).3. the kinship between all pairs of mice, both using all chromosomes, and leaving each chromosome out (for QTL mapping)
DOI: 10.6084/m9.figshare.25379296.v1
title: <b>Exploring Blended Learning Dynamics: Integrating Traditional and E-Learning Modalities in Mathematics Education</b>

description: The dataset includes responses collected from 31 students who took part in a survey assessing their experience with a one-semester blended learning approach in an advanced mathematics course. This approach was centered around the instructor's use of tablets in a face-to-face setting, incorporating pedagogical, social, and technical elements. The questionnaire comprised 28 items grouped into seven categories: pedagogical affordance (PA: 6 questions), social affordance (SA: 4 questions), technical affordance (TA: 5 questions), extrinsic motivation (EM: 3 questions), intrinsic motivation (IM: 4 questions), shallow cognitive engagement (SCE: 3 questions), and deep cognitive engagement (DCE: 3 questions). The questionnaire was designed using Google Forms and distributed to students anonymously following the conclusion of the semester. Respondents were asked to indicate their level of agreement with the statements using a five-point Likert scale: (1) Strongly disagree; (2) Disagree; (3) Neither agree nor disagree; (4) Agree; (5) Strongly agree.
DOI: 10.6084/m9.figshare.28218347.v1
title: Data for 3D-printed perfused models of the penis for the study of penile physiology and for restoring erectile function in rabbits and pigs

description: The datasets generated during the study "3D-printed perfused models of the penis for the study of penile physiology and for restoring erectile function in rabbits and pigs".
DOI: 10.6084/m9.figshare.15169602.v1
title: Data and code for Fenk, Kim, Maimon 2021 (Current Biology), entitled "Suppression of motion vision during course-changing but not course-stabilizing navigational turns"

description: Data for Fenk, Kim, Maimon 2021 (Current Biology), entitled "Suppression of motion vision during course-changing but not course-stabilizing navigational turns"<br>-- electrophysiology_loom.zip: electrophysiology data in response to loom (Figure 2&3)-- electrophysiology_optomotor.zip: electrophysiology data in response to grating (Figure 5)-- purely_behavioral.zip: behavioral data in response to loom and grating (Figure 4, Supplemental Figure 1&2)
DOI: 10.17632/hcw7vhydpv
title: ASR indigenous language Guarani

description: This dataset includes a Guarani language model (guarani_model.pt) for ASR inference, accompanied by a phoneme dictionary (dict.ltr.txt) and a lexicon (lexicon.txt)
DOI: 10.17632/yyjfghps97
title: The actin and microtubule network regulator WHAMM, is identified as a key kidney disease risk gene

description: Original blots associated with this original research article.
DOI: 10.6084/m9.figshare.28882952.v1
title: Supplementary Materials- Factors Influencing Individual’s Privacy-Protective Behavior in the Age of Surveillance Capitalism

description: Measurement Items
DOI: 10.6084/m9.figshare.22689250.v1
title: Supplementary data to “A dense microearthquake catalog reveals the complex rupture of the extremely shallow M5.1 Sparta, North Carolina Earthquake”

description: This repository contains supplementary data used in the paper titled “Complex rupture dynamics of the extremely shallow August 2020 M5.1 Sparta, North Carolina earthquake”.Files include:<b>supplementary_figure10_3d_earthquakes_plot.html: </b>Interactive 3D plot of earthquakes in our catalog and the best fitting planes to the identified seismicity clusters.<b>supplementary_figure11_3d_faultplanes_plot.html:</b> Interactive 3D plot of best fitting planes to the three identified seismicity cluster and mainshock hypocenter.<b>supplementary_data1_relocated_catalog_sparta.txt: </b>Earthquake relocated catalog for the 2020 Sparta earthquake sequence.<b>supplementary_data2_polarity_focal_mechanism_catalog.txt: </b>First motion polarity derived focal mechanism catalog.<b>readme.txt:</b> file describing contents.<br><b>Format of</b> <b>supplementary_data1_relocated_catalog_sparta.txt: </b>ID YYYY MM dd hh mm ss.sss lat lon depth mag ex ey ez et rmsID: event identifierYYYY: year of earthquake origin timeMM: monthdd: dayhh: hourmm: minutess.sss: secondslat: latitude(degrees)lon: longitude(degrees)depth: depth in kmmag: earthquake magnitudeex: North-South uncertainty estimated from bootstrapping (m)ey: East-West uncertainty estimated from bootstrapping (m)ez: depth uncertainty estimated from bootstrapping (m)et: origin time uncertainty estimated from bootstrapping (ms)rms: root mean square of the differential times<br><b>Format of supplementary_data2_polarity_focal_mechanism_catalog.txt</b>: ID YYYY MM dd hh mm ss.sss mag lat lon depth st dip rk ep eap np misfit qual prob stratio nsp sp_misfID: event identifierYYYY: year of earthquake origin timeMM: monthdd: dayhh: hourmm: minutess.sss: secondsmag: earthquake magnitudelat: latitude(degrees)lon: longitude(degrees)depth: depth in kmst: focal mechanism strikedip: focal mechanism diprk: focal mechanism rakeep: fault plane uncertaintyeap: auxiliary fault plane uncertaintynp: number of P first motion polaritiesmisfit: weighted percent misfit of first motionsqual: focal mechanism quality: A-Fprob: probability mechanism close to solutionstratio: 100*(station distribution ratio)nsp: number of S/P ratiossp_misf: 100*(average log10(S/P) misfit<br><b>Format of</b><b> </b><b>supplementary_data3_detection_catalog_sparta.txt</b>: ID YYYY MM dd hh mm ss.sss lat lon depthID: event identifierYYYY: year of earthquake origin timeMM: monthdd: dayhh: hourmm: minutess.sss: secondslat: latitude(degrees)lon: longitude(degrees)depth: depth in km
DOI: 10.6084/m9.figshare.9944363.v1
title: EEG Data Meditators

description: Please read the KormeierEtal_MeditationStudy_EEGData_Manual.pdf for details about the data structure
DOI: 10.17632/473kn59bbc
title: INTERVENTION STRATEGIES USED ON A STUDENT WITH AUTISM SPECTRUM DISORDER IN THE MAINSTREAM CLASS AT STAR INTERNATIONAL SCHOOL BANGKOK

description: Students with ASD commonly experience challenges in their daily lives, such as poor concentration, academic difficulties, tolerating mistakes, understanding complex language and following directions, and other behavioral difficulties. The trial and error of different teaching intervention strategies in finding the one that fits the child could cause a loss of opportunities for the child to learn things. With its potential to bring about positive change, this research study determines the best two intervention strategies for teachers, paraprofessionals, and parents in supporting students with ASD in dealing with these challenges in classroom settings. This study can help teachers and learning support assistants/paraprofessionals decrease stress in supporting students with ASD and help them become effective teachers. In addition, the study discusses the different classroom intervention strategies we can use in teaching students with ASD in mainstream classes and promoting inclusion among students with disabilities in learning with students with no disabilities.
DOI: 10.17632/v8t2zz58fv
title: Data for: A Tale of Two Property Rights: Knowledge, Physical Assets, and Multinational Firm Boundaries

description: The zip-file contains Stata codes for the paper "A Tale of Two Property Rights: Knowledge, Physical Assets, and Multinational Firm Boundaries" by Bohdan Kukharskyy
DOI: 10.6084/m9.figshare.12249770.v4
title: Structured knowledge bases for the inference of computational trust of Wikipedia editors

description: Knowledge bases structured around IF-THEN rules and defined for the inference of computational trust in the Wikipedia context.
DOI: 10.17632/3yd7g2y4dz
title: Sentiment Analysis on Twitter Users Towards ChatGPT as a Platform that Supports Marketing Strategies Using the Naïve Bayes Method

description: In a study conducted related to the Shopee application on Google Play with 200 data used, where 100 positive data and 100 negative data, the results showed that the Naïve Bayes method obtained an accuracy of 96.667%.[1]. Another study was conducted related to the Traveloka application on Google Play with the Naïve Bayes method resulting in an accuracy of 91.20% [2].
DOI: 10.6084/m9.figshare.22104764.v1
title: Pharmacokinetics, pharmacodynamics, safety and immunogenicity of Gerilimzumab (GB224), a recombinant humanized interleukin-6 monoclonal antibody, in healthy Chinese adults: A randomized controlled dose-escalation study

description: https://www.tandfonline.com/doi/full/10.1080/13543784.2023.2178894
DOI: 10.17632/vd2bc8333z
title: Responses to survey on Project Management and Resilient SC

description: This dataset contains the survey responses obtained for the study on project management and resilient supply chain.
DOI: 10.6084/m9.figshare.19400759.v1
title: Politics Religion.mc4

description: Survey of conservative and progressive Christians
DOI: 10.6084/m9.figshare.25146155.v1
title: Data on the implementation of Narrative CV captured ahead of the 2023 Recognition and Rewards Festival

description: Created on 05 Feb 2024 - 18:02 by Noémie Aubert BonnAs part of the 2023 Dutch Recognition and Rewards Festival, James Morris, Sean Sapcariu, Karen Stroobants, and Noémie Aubert Bonn hosted a workshop to gather perspectives on Narrative CVs, including whether and how they may contribute to shifts in research culture that are needed to support research assessment reform. A short 12-question survey was circulated ahead of the workshop to representatives from research organisations via the following forums: the DORA Funders Group; the Global Research Council Responsible Research Assessment Working Group; and the Science Europe Working Group on Research Culture.<br>The survey was launched between March and April 2023 and received 24 full responses from representatives of 23 research organisations, covering 18 countries across 4 continents and one European-wide organisation. The aggregated data were presented during the workshop at the Recognition and Rewards Festival in Utrecht, NL on 13 April 2023 to provoke discussion among participants.<br>Given the high potential of re-identification of the survey data, we summarised narrative information in key themes of responses. Here, we share the de-identified data to accompany the manuscript which reports findings from the workshops. We also share a codebook which explains each question from the survey and details whether any changes were conducted to minimise re-identification.
DOI: 10.6084/m9.figshare.28727225.v3
title: <b>The disturbance of soil carbon and nitrogen in big sagebrush ecosystems after mastication</b>

description: Big sagebrush <i>(Artemisia tridentata </i>Nutt.<i>) </i>is the dominant plant species in sagebrush steppe ecosystems across western North America. Similar to other dryland shrub-dominated ecosystems, larger soil carbon and nitrogen pools are found underneath big sagebrush plants in elevated mounds of soil called hummocks than in the interspaces between shrubs. This dynamic creates an “island of fertility” effect that produces spatial heterogeneity within these ecosystems, with under-shrub microsites having more soil carbon and nitrogen than interspace microsites. Shrub removal practices, including mastication, are commonly used to increase grass forage for livestock and wildlife. We examined the effects of mastication on soil carbon and nitrogen pools and spatial distribution, using treated sites with paired controls. At each site, we measured the height of hummocks and took soil samples from under big sagebrush individuals (live and dead) and in the interspace (under perennial grass and bare ground). We found that mastication reduced hummock height, with mean height decreasing from 8±3.4 cm in control sites to 5±3.6 cm in masticated sites. Soil carbon and nitrogen pools under shrubs were significantly greater than in the interspace, but mastication reduced nutrient pools under shrubs and interspaces by approximately 14% for mean soil carbon and 18% for mean soil nitrogen. At the ecosystem-scale, mastication reduced average soil carbon from 1,671±454 g/m<sup>2</sup> in control sites to 1,350±377 g/m<sup>2</sup> and average soil nitrogen from 138±39 g/m<sup>2</sup> to 104±27 g/m<sup>2</sup>. These results improve our understanding of how mastication reduces ecosystem soil carbon and nitrogen storage, as well as disrupts the spatial distribution of organic matter under shrubs, in big sagebrush ecosystems.
DOI: 10.17632/rpvh2y2dhv
title: Natural frequency evolution due to damage for a fixed-free steel beam

description: We provide data that represent the first ten natural frequencies for the transverse (out-of-plain) vibration modes for a steel cantilever beam in an intact and damaged state. Simulation is made using ANSYS; we use a mesh made with hexahedral elements that have the maximum edge dimension 2 mm. The beam has the length 1000 mm, the width 50 mm, and the thickness of 5 mm. The damage is an open crack that has the distance between its faces 2 mm, and the depth reducing in nine steps the beam thichness (for instance the damage with depth 1.25 mm reduces the thickness with 25% and this feature is used to characterize it). We generated 194 damages at different locations for each damage depth.
DOI: 10.6084/m9.figshare.12262325.v1
title: Additional file 2 of Misinformation and the US Ebola communication crisis: analyzing the veracity and content of social media messages related to a fear-inducing infectious disease outbreak

description: Additional file 2. Tweet IDs. Description of Data: Tweet IDs of included and excluded tweets
DOI: 10.17632/j7pbc5ytgd
title: Heterologous ChAdOx1-BNT162b2 vaccination in a Korean cohort induces a robust genetic immune and antibody response that includes Omicron  

description: Heterologous ChAdOx1-BNT162b2 vaccination induces a stronger immune response than two doses of BNT162b2. Yet, the molecular transcriptome, the germline allelic variants of immunoglobulin loci and anti-Omicron antibody levels induced by the heterologous vaccination have not been formally investigated. Moreover, there is a paucity of COVID-19 vaccine studies including diverse genetic populations. Here, we show a robust molecular immune transcriptome and antibody repertoire in 46 office and lab workers from the Republic of Korea after heterologous vaccination, ChAdOx1 followed by BNT162b2. Anti-spike-specific IgG antibody levels against the ancestral SARS-CoV-2 strain increased from 70 AU/ml immediately following the first vaccination to 14,000 U/ml within three days after the second vaccination and 142,000 AU/ml after seven days. Antibody titers against more recent variants, including Omicron, were two- to three-fold lower, yet higher than those obtained after the second dose of a BNT162b2-BNT162b2 homologous vaccination. RNA-seq conducted on peripheral immune cells demonstrated a strong activation of interferon-induced genetic programs in the heterologous cohort and an increase of specific IGHV clonal transcripts encoding neutralizing antibodies was detected. Enrichment of B cell and CD4+ T cell responses was observed following both ChAdOx1-BNT162b2 heterologous and BNT162b2-BNT162b2 homologous vaccination using scRNA-seq, but clonally expanded memory B cells were relatively stronger in the heterologous cohort. In summary, a heterologous vaccination with ChAdOx1 followed by BNT162b2 provides an innate and adaptive immune response exceeding that seen in homologous BNT162b2 vaccination.
DOI: 10.6084/m9.figshare.24082323.v1
title: Values attributed to Russia in Putin’s speeches on the ‘special military operation’ against Ukraine during its first phase (February – September 2022)

description: A detailed list of the values attributed by Putin to Russia in his statements about the Russian-Ukrainian war (February - September 2022)