Microrandomized Trial Design for Evaluating Just-in-Time Adaptive Interventions Through Mobile Health Technologies for Cardiovascular Disease.
cardiovascular diseases
chronic disease
disease management
health behavior
smartphone
Journal
Circulation. Cardiovascular quality and outcomes
ISSN: 1941-7705
Titre abrégé: Circ Cardiovasc Qual Outcomes
Pays: United States
ID NLM: 101489148
Informations de publication
Date de publication:
02 2021
02 2021
Historique:
pubmed:
13
1
2021
medline:
28
9
2021
entrez:
12
1
2021
Statut:
ppublish
Résumé
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.
Identifiants
pubmed: 33430608
doi: 10.1161/CIRCOUTCOMES.120.006760
pmc: PMC8887814
mid: NIHMS1663982
doi:
Types de publication
Journal Article
Randomized Controlled Trial
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
e006760Subventions
Organisme : NHLBI NIH HHS
ID : R01 HL125440
Pays : United States
Organisme : NLM NIH HHS
ID : R01 LM013107
Pays : United States
Organisme : NHLBI NIH HHS
ID : T32 HL007853
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA229445
Pays : United States
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