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A multilevel framework for recruitment and retention in implementation trials: An illustrative example.
Clin Trials
January 2025
Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
Background: Implementation and hybrid effectiveness-implementation trials aspire to speed the translation of science into practice by generating crucial evidence for improving the uptake of effective health interventions. By design, they pose unique recruitment and retention challenges due to their aims, units of analysis, and sampling plans, which typically require many clinical sites (i.e.
View Article and Find Full Text PDFCockpit-Llama: Driver Intent Prediction in Intelligent Cockpit via Large Language Model.
Sensors (Basel)
December 2024
College of Automotive Engineering, Jilin University, Changchun 130025, China.
The cockpit is evolving from passive, reactive interaction toward proactive, cognitive interaction, making precise predictions of driver intent a key factor in enhancing proactive interaction experiences. This paper introduces Cockpit-Llama, a novel language model specifically designed for predicting driver behavior intent. Cockpit-Llama predicts driver intent based on the relationship between current driver actions, historical interactions, and the states of the driver and cockpit environment, thereby supporting further proactive interaction decisions.
View Article and Find Full Text PDFGeometrically modulated contact forces enable hula hoop levitation.
Proc Natl Acad Sci U S A
January 2025
Applied Mathematics Laboratory, Courant Institute of Mathematical Sciences, Department of Mathematics, New York University, New York, NY 10012.
Mechanical systems with moving points of contact-including rolling, sliding, and impacts-are common in engineering applications and everyday experiences. The challenges in analyzing such systems are compounded when an object dynamically explores the complex surface shape of a moving structure, as arises in familiar but poorly understood contexts such as hula hooping. We study this activity as a unique form of mechanical levitation against gravity and identify the conditions required for the stable suspension of an object rolling around a gyrating body.
View Article and Find Full Text PDFMeasuring women's empowerment in aquaculture in northwestern Bangladesh using a project level women's empowerment in fisheries index (pro-WEFI).
PLoS One
January 2025
WorldFish Kenya, C/O International Livestock Researtablech Institute, Nairobi, Kenya.
Gender equality and women's empowerment have been increasingly emphasised in food production systems, including fisheries and aquaculture. Accurate assessment and understanding of the state, progress and changes in women's empowerment in the sub-sectors is required. We applied the project level Women's Empowerment in Fisheries and Aquaculture Index (pro-WEFI), which is based on the project-level women's empowerment in agriculture index (pro-WEAI) to standardize the measurement of women's agency and empowerment in fisheries and aquaculture.
View Article and Find Full Text PDFIntroduction: In France, over 90% of people living with HIV-1 (PLWH) achieve virological suppression with effective combination of antiretroviral therapies (ART), but limited data exist on the motivation for switching ART.
Objective: To describe the reasons and determinants for switching ART, with a particular focus on doravirine-based regimens, in routine clinical practice in France.
Design: This analysis of cross-sectional baseline data is part of the DoraVIH study, a French, multicenter (15 sites), two-step observational cohort study that includes prospective follow-up for a subset of participants.
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