Literature DB >> 33430608

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

Jessica R Golbus1, Walter Dempsey2, Elizabeth A Jackson3, Brahmajee K Nallamothu1,4,5, Predrag Klasnja6,7.   

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.

Entities:  

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

Mesh:

Year:  2021        PMID: 33430608      PMCID: PMC8887814          DOI: 10.1161/CIRCOUTCOMES.120.006760

Source DB:  PubMed          Journal:  Circ Cardiovasc Qual Outcomes        ISSN: 1941-7713


  29 in total

1.  Just-in-Time but Not Too Much: Determining Treatment Timing in Mobile Health.

Authors:  Peng Liao; Walter Dempsey; Hillol Sarker; Syed Monowar Hossain; Mustafa Al'absi; Predrag Klasnja; Susan Murphy
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2018-12

2.  Behavioral response to a just-in-time adaptive intervention (JITAI) to reduce sedentary behavior in obese adults: Implications for JITAI optimization.

Authors:  J Graham Thomas; Dale S Bond
Journal:  Health Psychol       Date:  2015-12       Impact factor: 4.267

3.  A smartphone application to support recovery from alcoholism: a randomized clinical trial.

Authors:  David H Gustafson; Fiona M McTavish; Ming-Yuan Chih; Amy K Atwood; Roberta A Johnson; Michael G Boyle; Michael S Levy; Hilary Driscoll; Steven M Chisholm; Lisa Dillenburg; Andrew Isham; Dhavan Shah
Journal:  JAMA Psychiatry       Date:  2014-05       Impact factor: 21.596

4.  Effect of Text Messaging on Risk Factor Management in Patients With Coronary Heart Disease: The CHAT Randomized Clinical Trial

Authors:  Xin Zheng; Erica S Spatz; Xueke Bai; Xiqian Huo; Qinglan Ding; Paul Horak; Xuekun Wu; Wenchi Guan; Clara K Chow; Xiaofang Yan; Ying Sun; Xiuling Wang; Haibo Zhang; Jiamin Liu; Jing Li; Xi Li; John A Spertus; Frederick A Masoudi; Harlan M Krumholz
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2019-04

5.  THE STRATIFIED MICRO-RANDOMIZED TRIAL DESIGN: SAMPLE SIZE CONSIDERATIONS FOR TESTING NESTED CAUSAL EFFECTS OF TIME-VARYING TREATMENTS.

Authors:  Walter Dempsey; Peng Liao; Santosh Kumar; Susan A Murphy
Journal:  Ann Appl Stat       Date:  2020-06-29       Impact factor: 2.083

6.  Privacy Gaps for Digital Cardiology Data: Big Problems With Big Data.

Authors:  Jessica R Golbus; W Nicholson Price; Brahmajee K Nallamothu
Journal:  Circulation       Date:  2020-02-24       Impact factor: 29.690

Review 7.  Optimizing Digital Integrated Care via Micro-Randomized Trials.

Authors:  Ashley Walton; Inbal Nahum-Shani; Lori Crosby; Predrag Klasnja; Susan Murphy
Journal:  Clin Pharmacol Ther       Date:  2018-04-19       Impact factor: 6.875

8.  Sample size calculations for micro-randomized trials in mHealth.

Authors:  Peng Liao; Predrag Klasnja; Ambuj Tewari; Susan A Murphy
Journal:  Stat Med       Date:  2015-12-28       Impact factor: 2.373

Review 9.  Privacy in the age of medical big data.

Authors:  W Nicholson Price; I Glenn Cohen
Journal:  Nat Med       Date:  2019-01-07       Impact factor: 87.241

10.  A Novel Just-in-Time Contextual Mobile App Intervention to Reduce Sodium Intake in Hypertension: Protocol and Rationale for a Randomized Controlled Trial (LowSalt4Life Trial).

Authors:  Michael P Dorsch; Lawrence C An; Scott L Hummel
Journal:  JMIR Res Protoc       Date:  2018-12-07
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  2 in total

Review 1.  Integrated Behavioral Interventions for Adults with Comorbid Obesity and Depression: a Systematic Review.

Authors:  Nan Lv; Emily A Kringle; Jun Ma
Journal:  Curr Diab Rep       Date:  2022-03-18       Impact factor: 5.430

2.  A Physical Activity Just-in-time Adaptive Intervention Designed in Partnership With a Predominantly Black Community: Virtual, Community-Based Participatory Design Approach.

Authors:  Maria Cielito Robles; Mark W Newman; Aalap Doshi; Sarah Bailey; Linde Huang; Soo Ji Choi; Chris Kurien; Beza Merid; Joan Cowdery; Jessica R Golbus; Christopher Huang; Michael P Dorsch; Brahmajee Nallamothu; Lesli E Skolarus
Journal:  JMIR Form Res       Date:  2022-03-28
  2 in total

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