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JMIR Med Educ
January 2025
Digital Society Initiative, University of Zurich, Zurich, Switzerland.
Background: The increased use of digital data in health research demands interdisciplinary collaborations to address its methodological complexities and challenges. This often entails merging the linear deductive approach of health research with the explorative iterative approach of data science. However, there is a lack of structured teaching courses and guidance on how to effectively and constructively bridge different disciplines and research approaches.
View Article and Find Full Text PDFProc Natl Acad Sci U S A
January 2025
Institute of Behavioural Neuroscience, Department of Experimental Psychology, University College London, London WC1H 0AP, United Kingdom.
Efficient planning is a distinctive hallmark of intelligence in humans, who routinely make rapid inferences over complex world contexts. However, studies investigating how humans accomplish this tend to focus on naive participants engaged in simplistic tasks with small state spaces, which do not reflect the intricacy, ecological validity, and human specialization in real-world planning. In this study, we examine the street-by-street route planning of London taxi drivers navigating across more than 26,000 streets in London (United Kingdom).
View Article and Find Full Text PDFProc Natl Acad Sci U S A
January 2025
Department of Psychology, City College, City University of New York, New York, NY 10031.
Looking at the world often involves not just seeing things, but feeling things. Modern feedforward machine vision systems that learn to perceive the world in the absence of active physiology, deliberative thought, or any form of feedback that resembles human affective experience offer tools to demystify the relationship between seeing and feeling, and to assess how much of visually evoked affective experiences may be a straightforward function of representation learning over natural image statistics. In this work, we deploy a diverse sample of 180 state-of-the-art deep neural network models trained only on canonical computer vision tasks to predict human ratings of arousal, valence, and beauty for images from multiple categories (objects, faces, landscapes, art) across two datasets.
View Article and Find Full Text PDFMusculoskelet Surg
January 2025
Bone and Joint Health, Blizard Institute, Queen Mary University London, 4 Newark Street, London, E1 2AT, UK.
Post-surgical rehabilitation advice after ankle fracture surgery, particularly regarding weight-bearing, varies significantly, leading to patient frustration and inconsistent recovery outcomes. This study aimed to establish a consensus for ankle fracture rehabilitation advice and identify content and implementation options for future interventions through consultation with healthcare professionals (HCPs). This study was part of the weight-bearing in ankle fractures (WAX) trial, a multicentre, randomised controlled trial.
View Article and Find Full Text PDFJ Fam Psychol
January 2025
Family Translational Research Group, New York University.
The need for standardized criteria in partner and child maltreatment response systems is critical for providing fair decisions, allocating family support, producing reliable research findings, and aiding prevention efforts, among other tasks. The primary goal of this study was to replicate Heyman and Slep's (see record 2009-23534-017) study-whether maltreatment incident determination committee decisions of local sites matched those of master reviewers. This study extended the prior work by testing if specific training techniques (i.
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