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Biofeedback and Digitalized Motivational Interviewing to Increase Daily Physical Activity: Series of Factorial N-of-1 Randomized Controlled Trials Piloting the Precious App.

Johanna NurmiKeegan KnittleRupert HarwoodStephen SuttonTodor GinchevFida KhattakCarmina Castellano-TejedorPilar Lusilla-PalaciosNiklas RavajaAri Haukkala
Published in: JMIR formative research (2023)
The automated factorial N-of-1 trial with the Precious app was mostly feasible and acceptable, especially the automated delivery of the dMI components, whereas self-conducted biofeedback measurements were more difficult to time correctly. The findings suggest that changes in self-efficacy and motivation may have same-day effects on physical activity, but the effects vary across individuals. This study provides recommendations based on the lessons learned on the implementation of factorial N-of-1 RCTs.
Keyphrases
  • physical activity
  • deep learning
  • machine learning
  • high throughput
  • body mass index
  • primary care
  • healthcare
  • study protocol
  • clinical trial
  • sleep quality
  • clinical practice