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Replication data for: The effectiveness of virtual reality training on knowledge, skills and attitudes of health care professionals and students in assessing and treating mental health disorders: a systematic review
Virtual reality (VR) training can facilitate learning in health professionals. However, the research on the effectiveness of VR as an educational tool for the mental health field is unclear. We developed systematic search strategies in order to identify existing research on the effectiveness of VR training on health professionals’ knowledge, skills, and attitudes in assessing and treating patients with mental health disorders
DualSleep dataset for accelerometer-based sleep/wakefulness recognition
The DualSleep dataset contains acceleration and temperature overnight recordings of 29 participants wearing two accelerometers at the thigh and lower back, together with the corresponding sleep stages/annotations (Wake, Non-REM1, Non-REM2, Non-REM3, REM, Movement). The annotation were created using simultaneous Polysomnography recordings. The study protocol was approved by the Regional Committee for Medical and Health research ethics (reference no. 2015/1748/REK midt) and all participants signed a written informed consent before being enrolled in the study.
The DualSleep dataset was used for machine learning experiments in our published paper: "A machine learning model for predicting sleep and wakefulness based on accelerometry, skin temperature and contextual information" (https://doi.org/10.2147/NSS.S452799
A Spatial-statistical model to analyse historical rutting data
The rutting dataset comprises of the annual rutting for years 2010-2020 (millimetre, calculated as the difference between current and previous year's data), with rut depth measurement from the previous year (millimetre), annual average daily traffic (AADT), lane width (metre), bearing capacity for year 2021 (tonnes), surface curvature index for year 2021, and base curvature index data (2021). The rutting data was collected for 20-metre road segments at specific latitude and longitude locations. The rutting is assumed to be linearly related to known explanatory variables (e.g., lane width) and random and spatial components. Rutting measurements were used to fit spatial-statistical models with random and spatial components in a Bayesian Hierarchical framework. Non spatial-statistical models with random yearly effects were also fitted. We compared these models to determine the importance of accounting for spatial information and to properly account for the rutting variability
Meta data for: Grain yield and nitrogen cycling under conservation agriculture and biochar amendment in agroecosystems of sub-Saharan Africa. A meta-analysis
This dataset contains data from 87 studies (original research papers), from 15 countries in sub-Saharan Africa, spanning from 2000 to early 2023. We investigated the effect of climate smart agricultural practices (conservation agriculture and biochar) on grain yield, NUE, soil nitrate, nitrous oxide emissions, biological N2-fixation, and percent of nitrogen derived from the atmosphere
Replication data for, "A multiple life history trait-based and time-resolved assessment of imidacloprid effects and recovery in the widely distributed collembolan Folsomia quadrioculata"
This data was collected as a part of the MULTICLIM project (https://www.mn.uio.no/ibv/english/research/sections/aqua/research-projects/144612/). In this study, we determined the sublethal effects of short-term imidacloprid exposure and post-exposure recovery in the collembolan Folsomia quadrioculata, which occurs abundantly across the northern hemisphere. Imidacloprid is a globally-used neonicotinoid insecticide, which can persist in the soil long enough to elicit adverse responses in non-target organisms. We assessed survival, egg production, and hatching success in adult springtails exposed for 14 d through the diet to imidacloprid followed by a 28 d post-exposure phase. Our findings suggest that low imidacloprid exposures can restrict reproduction, with potentially severe consequences for the population, notwithstanding the partial recovery in egg productio
Replication Data for: Trapdoor viscous remanent magnetization
Jupyter notebooks to generate several Figures of "Trapdoor viscous remanent magnetization".
The programs and functions in the notebooks can be used to vary model parameters and generate your own arbitrary trapdoor VRM model runs
Physiological determinants of climbing performance
The sport of climbing and the ability level of the top climbers have evolved substantially over the past few decades. The purpose of the present study was therefore to determine the importance of different physiological determinants of climbing performance. The study was performed in a cross-sectional design with 26 climbers at an advanced level and 16 climbers at an elite level. Muscle thickness of the finger flexors—Flexor Digitorum Profondus (FDP) and Flexor Digitorum Superficialis (FDS), hip/lower extremity mobility, maximal isometric finger strength and rate of force development (RFD), and climbing specific endurance were assessed in climbing specific tests. The results showed that the elite group performed significantly better than the advanced group in all tested variables, adjusted for sex. Multiple regression analysis did however reveal that maximal average finger strength and RFD, relative to body mass, were the strongest independent performance-determining factors, and further that these factors are influenced by the muscle thickness of the finger flexors. We conclude that the elite-group of climbers perform at a higher level than the advanced-group of climbers in all measured climbing specific variables, but finger flexor strength and RFD seems to be the most important determinants of climbing performance.
A data file containing the entire dataset (Data_sheet_climbing_performance.csv) and a a ReadMe-file (Readme_physiological_determinants_climbing.txt) is include
Search strategies for a scoping review on management and the concept of fight or flight
DATASET MIGRATED FROM FIGSHARE: Search strategies for a scoping review on management and the concept of fight or flight are described. Contains strategies for the databases Academic Search Premier, Business Source Elite, Scopus and Web of Science. See the readme.txt for further documentation.</p
Search strategies for a review article on autism and employment
DATASET MIGRATED FROM FIGSHARE: Search strategies for a review article on autism and employment. Contains strategies for the databases Academic Search Premier, Cinahl, ERIC, Scopus and Web of Science. See the readme.txt for further documentation.</p
Protocol for The state of knowledge of vaginal breech birth – a scoping review
DATASET MIGRATED FROM FIGSHARE: Objective: The review objective is to get an overview of the state of knowledge of vaginal breech birth outcomes related to birth attendants' profession.Introduction: The rationale for this review is to deepen the understanding of how the birth attendant's profession impacts the outcomes of vaginal breech births. Current knowledge indicates variations in outcomes based on the skills and experience of the birth attendant. However, there's a need for more comprehensive data to guide best practices and training for safer breech deliveries. This review aims to bridge this knowledge gap, contributing to improved clinical guidelines and patient care.Inclusion criteria: We will include studies involving midwives, obstetric nurse practitioners, birth assistants, birth attendants, labor nurses, and delivery nurses, focusing on vaginal breech births (VBB). The evaluation will concentrate on outcomes such as adverse events, risk assessment, maternal satisfaction, and maternal or infant morbidity and mortality.Methods: Following JBI methodology, an initial MEDLINE and CINAHL search informed a comprehensive strategy for various databases (Cinahl, Medline and Maternity and Infant Care), covering studies from 2000-2023. Titles and abstracts will be independently screened, with full-text assessment against inclusion criteria. Results will be presented using a PRISMA-ScR flow diagram. Two or more reviewers will independently extract data using a developed tool. The Mixed Methods Appraisal Tool (MMAT) will be used to further evaluate the state of knowledge.Results (For Reviews ONLY): Results will be presented through a narrative summary, providing insights into breach birth outcomes and informing discussions on potential task shift strategies among attendant professions.</p