cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.20218172.v4
title: SUMMARY OF DIGITAL HEALTH EVALUATIVE FRAMEWORKS IN THE LITERATURE

description: This is a summary of digital health evaluative frameworks identified in a scoping review (1)with the purpose of mapping the use of digital health strategies in PHC on the world stage, and their impact on the quality of care, in the context of the COVID-19 pandemic. The review enabled the knowledge of frameworks used in digital health assessments around the world, during the COVID 19 pandemic and served as a basis for the elaboration of the Brazilian model (2,3) 1.SILVA, Cícera Renata Diniz Vieira. Saúde digital na Atenção Primária à Saúde em tempos de Covid-19<strong>: </strong>perspectiva para avaliação e melhoria da qualidade. Orientadora: Severina Alice da Costa Uchoa. Tese (Doutorado em Ciências da Saúde) - Universidade Federal do Rio Grande do Norte, Natal, 2022. Defendida em: 30 mar. 2022. https://repositorio.ufrn.br/handle/123456789/48223 2.SILVA, Cícera Renata Diniz Vieira; LOPES, Rayssa Horácio; BAY JUNIOR, Osvaldo de Goes; MARTINIANO, Claudia Santos; FUENTEALBA-TORRES, Miguel; ARCÊNCIO, Ricardo Alexandre; LAPÃO, Luís Velez; DIAS, Sonia; UCHOA, Severina Alice da Costa. Digital Health Opportunities to Improve Primary Health Care in the Context of COVID-19: scoping review. <strong>Jmir Human Factors</strong>, [S.L.], v. 9, n. 2, p. 35380, 2022. doi: 10.2196/35380PMID: 35319466 3.SILVA, Cícera Renata Diniz Vieira; DA COSTA UCHOA, Severina Alice (2022): Digital health assessment model in Primary Health Care in Brazil.. figshare. Figure. https://doi.org/10.6084/m9.figshare.20217005.v1
DOI: 10.6084/m9.figshare.25593501.v2
title: Data for research paper 'Climate change threatens carbon storage in Europe’s urban trees'

description: This dataset includes urban tree inventories for 22 urban areas across Europe spanning 5 Köppen-Geiger climate zones. These datasets are the base for the research paper 'Climate change threatens carbon storage in Europe’s urban trees'. It also includes a summary table of each city '22.city.data' required in further analysis. R code that shows how these datasets are tidied and the rest of the analysis is carried out can be found on GitHub : Climate-change-and-European-urban-trees/R at main · GeorgeLloyd300/Climate-change-and-European-urban-trees (github.com)Outputs of each stage of the GitHub page and any further info can be obtained by contacting us.
DOI: 10.6084/m9.figshare.21803478.v1
title: Simulation

description: Simulated dataset : we used localGibbs movement model to simulate animal trajectories (100 per landscape x 100 landscapes) with known coefficient of habitat selection and used time-varying HSA to estimate theses coefficients. <br> data_rsf_parameter contains the expected and estimated coefficient for each simulated trajectories (x,y,t), according to the model parameter Q used for the estimation, and for each replication. <br> simulated_data_nstep250_... contains the simulated coordinates for "rare change scenario" and _20_ for "frequent change scenario" <br> habitat_raster contains the simulated habitat landscape used for each replication and each scenario <br> data_tRSF_Q... contains the same info than data_rsf_parameter but for each scenario-replication, rbind them to obtain data_rsf_parameter <br> Because of size, we provide the simulations for the first 30 replications only.
DOI: 10.6084/m9.figshare.28062542.v1
title: Data for: A male-biased sex ratio increases the opportunity for precopulatory sexual selection but does not change the Bateman gradient

description: See README.txt for details.
DOI: 10.6084/m9.figshare.28070405.v1
title: SOC with variates in depth

description: Soil samples were collected from 280 sites by the Terrestrial Ecosystem Research Network (TERN), using a standardized sampling methodology following the AusPlots Survey Protocols to elucidate vertical distributions of SOC
DOI: 10.6084/m9.figshare.28767071.v1
title: DS-OP.docx

description: Many manufacturing companies use Digital Servitization (DS) to achieve competitive differentiation and business model innovation. However, although DS is theoretically recognized to enhance firms' market adaptability and profitability, its actual impact on productivity remains controversial. This study systematically analyses the direct effect of DS on operational efficiency and the moderating role of Dynamic Capabilities (DC) based on panel data of manufacturing firms in the EU15 over the period from 2018 to 2023, using text mining, Data Envelopment Analysis (DEA), and econometric methods. It is found that DS is significantly negatively associated with operational productivity, suggesting that DS may lead to short-term productivity loss due to resource conflict and organisational complexity. In addition, Innovation capability may amplify this negative effect. Large firms facing greater efficiency risk due to path dependence and resource coordination difficulties. This study provides empirical support for the theoretical exploration of the relationship between DS and operational productivity, as well as practical guidance for manufacturing firms to balance short-term efficiency and long-term market competitive advantage in DS context. The study also highlights the value of the combination of dynamic capabilities and organisational ambidexterity theories in explaining the DS paradox.
DOI: 10.6084/m9.figshare.5441365.v1
title: C++ GPU implementation of the Boolean matrix factorization algorithm C-Salt

description: The dataset comprises of the C++ GPU implementation of the Boolean matrix factorization algorithm C-Salt. The ReadMe file which is included describes how the implementation can be set up and used. <br>Two of the files, the IJulia notebooks with filenames CSaltEvalRealWorld.ipynb and CSaltGenerateSynthData.ipynb can be used to generate synthetic data as proposed in the paper, and to evaluate the quality measurements for results on the submitted text data.<br><br>The data includes two IPython (IPYNB) notebook files, 6 tab separated value (.tsv) files, two .hpp files and two .cu files. The IPYNB files can be exported to .HTML, .PDF, reStructuredText, and LaTeX formats. .TSV files can be opened using open source text editors. .HPP is a header format used by C++, and .cu are associated with the NVIDIA CUDA Toolkit.<br>Abstract:Given labelled data represented by a binary matrix, we consider the task to derive a Boolean matrix factorization which identifies commonalities and specifications among the classes. While existing works focus on rank-one factorizations which are either specific or common to the classes, we derive class-specific alterations from common factorizations as well. Therewith, we broaden the applicability of our new method to datasets whose class-dependencies have a more complex structure. On the basis of synthetic and real-world datasets, we show on the one hand that our method is able to alter structure which corresponds to our model assumption, and on the other hand that our model assumption is justified in real-world application. Our method is parameter-free.<br>
DOI: 10.17632/6jbdy22f76
title: Sikorski et al-2021 Supplementary Material

description: Complete information on all the newly collected material and museum samples examined by Sikorski et al (2021): Tables S1−S4. Table S4 also includes reliable records reported by Dağli et al. (2011), Çinar et al. (2012), and Çinar & Dağli (2013) but not examined in the present study. A list of the museums and other collections (and their acronyms) holding the examined samples is given in Table S5.
DOI: 10.17632/k73xwr6zv5
title: Anemia in early childhood Arequipa - Perú

description: Objetivo: Comprender las experiencias de las madres en relación al tratamiento con sulfato ferroso en niños de 6 y 36 meses y la prevalencia de la anemia, Preguntas: 1. ¿Cómo es el trato recibido a las madres por los proveedores de la salud? 2. ¿Qué experiencias han tenido las madres en relación al tratamiento con el sulfato ferroso? 3. ¿Cómo son las características socioculturales de las madres con niños con anemia?
DOI: 10.6084/m9.figshare.11728794.v1
title: Table S3. fault energy, grain size calcs.xlsx

description: none
DOI: 10.6084/m9.figshare.12420710.v1
title: Fig.1.xlsx

description: Fig.1.xlsx<br>
DOI: 10.6084/m9.figshare.29106098.v1
title: Supplementary Data

description: Supplementary Data
DOI: 10.17632/j4z9zxyxwt
title: Data for: Brittle-ductile transition behavior of the polypropylene/ultra-high molecular weight polyethylene/olefin block copolymers ternary blends: Dispersion and interface design
DOI: 10.17632/rhv5xcg7wf
title: Data for "Shear strength prediction of FRP-strengthened concrete beams using interpretable machine learning"

description: This is the data used in the paper "Shear strength prediction of FRP-strengthened concrete beams using interpretable machine learning" DOI: https://doi.org/10.1016/j.conbuildmat.2023.133553
DOI: 10.6084/m9.figshare.20473221.v1
title: Supplementary Material for: Randomized Control Study on Hemoperfusion Combined with Hemodialysis versus Standard Hemodialysis: Effects on Middle-Molecular-Weight Toxins and Uremic Pruritus

description: <b><i>Introduction:</i></b> Classic hemodialysis schedules present inadequate middle-molecular-weight toxin clearance due to limitations of membrane-based separation processes. Accumulation of uremic retention solutes may result in specific symptoms (e.g., pruritus) and may affect clinical outcome and patient’s quality of life. Hemoperfusion (HP) is a blood purification modality based on adsorption that can overcome such limitations, and thus, it may be interesting to test the efficacy of at least one session per week of HP combined with hemodialysis. This is a randomized, open-label trial, controlled, multicenter clinical study to investigate the effect of long-term HP combined with hemodialysis on middle-molecular-weight toxins and uremic pruritus in maintenance hemodialysis (MHD) patients. <b><i>Methods:</i></b> 438 MHD patients from 37 HD centers in China with end-stage kidney disease (63.9% males, mean age 51 years) suffering from chronic intractable pruritus were enrolled in the study. Eligible patients were randomized into four groups: low-flux hemodialysis (LFHD), high-flux hemodialysis (HFHD), HP + LFHD, and HP + HFHD at a 1:1:1:1 ratio. Beta-2 microglobulin (β2M) and parathyroid hormone (PTH) were measured at baseline, 3–6, and 12 months. At the same time points, the pruritus score was evaluated. The primary outcome was the reduction of β2M and PTH, while the secondary outcome was the reduction of the pruritus score. <b><i>Results:</i></b> In the two groups HP + LFHD and HP + HFHD, there was a significant decrease of β2M and PTH levels after 12 months compared to the control groups. No significant differences were noted between HP + LFHD and HP + HFHD. Pruritus score reduction was 63% in the HP + LFHD group and 51% in the HP + HFHD group, respectively. <b><i>Conclusion:</i></b> The long-term HP + HD can reduce β2M and PTH levels and improve pruritus in MHD patients independently on the use of high- or low-flux dialyzers, showing that the results are linked to the effect of adsorption.
DOI: 10.6084/m9.figshare.23896269.v1
title: Robot motion data generated in the experiment

description: The data records the position of all motors, the angles of the end tool, and the force, in different methods and different parameter. The force recorded include the composition of forces and the force in three directions, and the angles in planes perpendicular to each other. Also, methods include the AIRS, PID, and our method, and different parameters tested for every method, and the best performance by each method is recorded and compared.
DOI: 10.17605/osf.io/vq64t
title: Quality of Life individuals with Long COVID

description: A cross-sectional study on the quality of life of individuals with long COVID in Indonesia
DOI: 10.17632/7c6dry9hps
title: financial literacy

description: Docente Investigadora Universitaria RENACYT.
DOI: 10.6084/m9.figshare.10013096.v1
title: non-closed_Directed_KG_triples_no-mesh.gpickle

description: Knowledge graph as a NetworkX object (before deductive closure) used for the mechanistic inference framework available here:<br>https://github.com/ignaciot/MechSpy<br>
DOI: 10.6084/m9.figshare.5375275.v1
title: NPQIP final analysis set

description: This dataset provides raw data including PMID and checklist compliance assessment for 879 scientific publications curated in the context of the NPQIP study: see 10.6084/m9.figshare.6226718 for revised dataset and data dictionary
DOI: 10.6084/m9.figshare.6723086.v1
title: Robotics Process Automation_1.pdf

description: The Robotics Method Automation Suggestions is just one of those procedures for accomplishing the existing labor movement. Businesses can process the robotics automates to your job.
DOI: 10.6084/m9.figshare.7072988.v1
title: XylE HDX-MS uptake plots and uptake data

description: XylE HDX-MS uptake plots and uptake data
DOI: 10.17632/kkfg4cmfyx
title: Data for: Evaluating and Empirically Improving the Visual Syntax of Use Case Diagrams

description: Statistical Data and Experimental Artifacts
DOI: 10.17632/wfbrvxm7v6
title: 3D Placement Optimization in UAV-Enabled Communications: A Systematic Mapping Study

description: This repository contains the data extracted from the papers in the systematic literature mapping of the approach to solving the 3D UAV optimal placement problem and the information obtained throughout the study. Please read the associated paper for a complete understanding of this data.
DOI: 10.6084/m9.figshare.21222293.v4
title: Stream water chemistry (Goryczkowy Potok, Tatra Mountains, Poland).xls

description: The hydrometeorological observations from the Goryczkowy Potok (Tatra Mountains, Poland) (February - June 2019): <br> - Discharge (L/s) - pH - Bicarbonate alkalinity (mg/L) - SO42- (mg/L) - NO3- (mg/L)
DOI: 10.6084/m9.figshare.25564344.v1
title: Tocilizumab models and data

description: n this zipped folder are two folders: <b>data</b> and <b>results</b><br><b>data</b><br><b>data</b> contains two subfolders: <b>bulk_data</b> <b>single_cell_data</b><br><b>bulk_data</b><b> </b>has the processed bulk data fortocilizumab analysis (Rivellese et al. Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial) original data can be found here: https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-11611)<br><b>single_cell_data</b> has the processed single-cell data and the generated pseudobulks used by BuDDI. Within this folder,<b>augmented_*</b> contains the pseudobulks<br><b>results</b><br>This folder contains several results folders. Each one is specific to an experiment and a model. The naming convention is "model_experiment"<b>buddiM2</b>: the BuDDI model<b>bp</b>: BayesPrism<b>cibsersort</b>: CIBERSORTx
DOI: 10.6084/m9.figshare.5123923.v1
title: Supplementary Material for: Acutely Ill Patients in Internal Medicine Departments Want Treatment for Undiagnosed, Symptomatic Skin Conditions

description: <b><i>Objective:</i></b> Concomitant skin conditions may be neglected in internal medicine patients due to lack of knowledge or resources. Thus, we investigated the prevalence of undiagnosed skin conditions in this population. <b><i>Methods:</i></b> 200 patients in a university medical center’s internal medicine division were examined clinically for dermatoses and quality of life in a prospective, 2-month, single-center study. <b><i>Results:</i></b> All patients had several dermatological problems (mean per patient: 13; range: 3–25). There was no relationship between the patient’s main medical problem and the number or nature of dermatological conditions. Most patients (84%) requested treatment for their skin condition during hospitalization, especially for xerosis (76%), warts (69%), seborrheic eczema (67%) and onychorrhexis (53%) but not for asymptomatic dermatoses. The impairment in skin-related quality of life was mild but significant, with a mean ± SD Dermatology Life Quality Index of 3 ± 4 (p &lt; 0.001), and global quality of life impairment was severe (p &lt; 0.001). <b><i>Conclusions:</i></b> Inpatients suffered from many different, mostly age-related, skin conditions that remained undiagnosed. When prompted, however, patients requested treatment, particularly for symptomatic dermatological conditions such as xerosis, revealing an unmet need that needs to be addressed by qualified evaluation and care.
DOI: 10.17632/85h8njxvz6
title: Aggregation of sustainability indicators by shifted geometric means and comparison with established rankings

description: This spreadsheet file contains data and calculations to supplement manuscript with tentative title
 Y. A. Phillis, V. S. Kouikoglou, E. Grigoroudis, and F. D. Kanellos, "On a mathematical theory of sustainability assessment".

We start with n sustainability indicators relevant to a country whose sustainability is assessed. The following are common assumptions in most sustainability assessment approaches:
a) each indicator i, i = 1, …, n, is normalized into a dimensionless number x_i on [0, 1], where 0 corresponds indicator values deemed unsustainable and 1 corresponds to completely sustainable values
b) each indicator i is assigned a weight of importance w_i where w_i>0 and Σ w_i = 1. 

The shifted geometric mean of x_i is defined by
GM_c = Π (c + x_i)^{w_i} - c
where c is a positive parameter. For simplicity we choose c=1 and use GM_1 as an alternative national sustainability index. We compare some publicly available sustainability indices with GM_1 using the same indicator values and weights.

The spreadsheet contains several sheets grouped by color. Each color corresponds to one of the following assessment approaches
1) Human Development Index (HDI)
2) Environmental Performance Index (EPI)
3) Two TOPSIS-based assessments using the EPI data (TOPSIS: Technique for Order of Preference by Similarity to Ideal Solution) 
4) Sustainability Assessment by Fuzzy Evaluation (SAFE)
Each sheet contains one of the following:
i) Indicator and sustainability indices from sources mentioned in the "Steps to reproduce" section below.
ii) Calculations involving GM (GM_1) or TOPSIS
iii) Computation of correlation coefficients (Pearson r, Kendall tau) between the overall sustainability indices obtained by two models.
DOI: 10.17632/dcn5bpp5cd
title: World Development Indicators Data for Developing and developed Countries

description: The purpose of this research paper is to investigate the probable ways in which financial development and foreign direct investment (FDI) interact to affect economic growth in more than a hundred countries. A panel of dynamic data from 102 selected countries from 1981 to 2020 was employed. A combination of the random effect model, the fixed effect model, the pooled OLS model, and the two-step GMM model were employed to analyze the data. This study clearly shows that domestic investment in a number of selected countries (102) benefits from foreign direct investment as well as financial development.
DOI: 10.6084/m9.figshare.14380976.v1
title: Wu et al., 2021

description: dataset used in Wu et al., 2021, manuscript submitted to WRR
DOI: 10.6084/m9.figshare.24243670.v3
title: BM-BronchoLC

description: This work presents our procedure to build a rich bronchoscopy dataset named BM-BronchoLC from 106 lung cancer and 102 non-lung cancer patients. The dataset contains annotations for anatomical landmarks and lesions, which are conducted by senior doctors of the Bach Mai hospital, Vietnam. To validate the dataset quality, we investigate two typical AI backbone models for the image segmentation and classification task, i.e., Unet++ and ESFPNet, using both unitask and multitask settings. Preliminary results show the significant potential of the data in building AI models or real-time diagnostic accuracy. Further research will validate these promising developments and explore broader clinical applications in this evolving field.
DOI: 10.6084/m9.figshare.28936310.v1
title: Supplementary Material for: A 20-Second Video-Based Assessment of Cognitive Frailty: Results from a Cohort Study within the Precision Aging Network

description: Background: Cognitive frailty, the concurrent presence of mild cognitive impairment (MCI) and physical frailty, poses a significant risk for adverse outcomes in older adults. Traditional assessments that rely on extensive walking tests or specialized equipment, are impractical for routine or remote evaluations. This study evaluated a 20-second video-based Upper Frailty Meter (vFM) test, incorporating dual-task conditions, as a feasible tool for identifying cognitive frailty.
Methods: Data from 413 participants aged 50–79 years in the Healthy Minds for Life cohort were analyzed across four sites: the University of Arizona, Johns Hopkins University, Emory University, and the University of Miami. Cognitive function was measured using the Montreal Cognitive Assessment (MoCA), whereas frailty indices were derived from the vFM test. Participants performed repetitive elbow flexion-extension under single-task (physical task only) and dual-task (physical task with concurrent cognitive exercise) conditions. Frailty phenotypes, including slowness, weakness, and exhaustion, were quantified using AI-based video kinematic analysis. Logistic regression and receiver operating characteristic (ROC) analyses evaluated the model's predictive accuracy for cognitive frailty.
Results: Participants classified as cognitive frailty group (n=53, 12.8%) demonstrated significantly higher frailty index scores compared to robust individuals (p&lt;0.001). Among all vFM derived parameters, the dual-task slowness phenotype demonstrated the strongest correlation with MoCA scores (r = -0.282, p &lt; 0.001) and emerged as the most predictive single marker for distinguishing the cognitive frailty group, demonstrating high clinical applicability (Area Under the Curve [AUC] = 0.87). Combining single-task and dual-task metrics further enhanced predictive accuracy (AUC = 0.91), achieving sensitivity and specificity rates exceeding 85%. This combined approach significantly differentiated cognitive frailty from robust status, outperforming models based on age alone or single-task metrics. 
Conclusions: The 20-second vFM test offers a practical, non-invasive, easy-to-implement, and accessible solution for objectively evaluating cognitive frailty, demonstrating high predictive accuracy in distinguishing at-risk individuals. Its integration into telehealth platforms could enhance early detection and enable timely interventions, promoting healthier aging trajectories. Further longitudinal studies are recommended to validate its utility in tracking cognitive and physical decline over time.
DOI: 10.6084/m9.figshare.5774163.v1
title: study_data.csv

description: Empirical Study Data on the TPF
DOI: 10.6084/m9.figshare.6171506.v1
title: Figure 4a from Foliage motion under wind, from leaf flutter to branch buffeting

description: Matlab code generating figure 4a with raw data
DOI: 10.6084/m9.figshare.6189341.v1
title: Beta0 for the geographically weighted regressions

description: Spatialized monthly values for the intercept (beta0) term of the geographically weighted regression (GWR).
DOI: 10.6084/m9.figshare.7094570.v2
title: Database for Tring & Ringach "Subspace Invariance of Population Responses"

description: Database for Tring & Ringach "Subspace Invariance of Population Responses"