Microrandomized Trial Design for Evaluating Just-in-Time Adaptive Interventions Through Mobile Health Technologies for Cardiovascular Disease

Circ Cardiovasc Qual Outcomes. 2021 Feb;14(2):e006760. doi: 10.1161/CIRCOUTCOMES.120.006760. Epub 2021 Jan 12.

Abstract

Smartphone and wearable device use is rising broadly and can be leveraged for chronic disease management. Just-in-time adaptive interventions promise to deliver personalized, dynamic interventions directly to patients through use of push notifications from mobile devices. Although just-in-time adaptive interventions are a powerful tool for shaping health behavior, their application to cardiovascular disease management has been limited as they can be challenging to design. Herein, we provide a general overview and conceptual framework for microrandomized trials, a novel experimental study design that can be used to optimize just-in-time adaptive interventions. Microrandomized trials leverage mobile devices to sequentially randomize participants to types or levels of an intervention to determine the effectiveness of an intervention and time-varying moderators of those effects. Microrandomized trials are an efficient study design that can be used to determine which intervention components to include in just-in-time adaptive interventions and to optimize their decision rules while maintaining the strength of causal inference associated with traditional randomized controlled trials.

Keywords: cardiovascular diseases; chronic disease; disease management; health behavior; smartphone.

Publication types

  • Randomized Controlled Trial
  • Research Support, N.I.H., Extramural

MeSH terms

  • Cardiovascular Diseases* / diagnosis
  • Cardiovascular Diseases* / therapy
  • Computers, Handheld
  • Health Behavior
  • Humans
  • Mobile Applications*
  • Smartphone
  • Telemedicine*