Literature DB >> 29318443

Standardized Effect Sizes for Preventive Mobile Health Interventions in Micro-randomized Trials.

Brook Luers1, Predrag Klasnja2,3, Susan Murphy4.   

Abstract

Mobile Health (mHealth) interventions are behavioral interventions that are accessible to individuals in their daily lives via a mobile device. Most mHealth interventions consist of multiple intervention components. Some of the components are "pull" components, which require individuals to access the component on their mobile device at moments when they decide they need help. Other intervention components are "push" components, which are initiated by the intervention, not the individual, and are delivered via notifications or text messages. Micro-randomized trials (MRTs) have been developed to provide data to assess the effects of push intervention components on subsequent emotions and behavior. In this paper, we review the micro-randomized trial design and provide an approach to computing a standardized effect size for these intervention components. This effect size can be used to compare different push intervention components that may be included in an mHealth intervention. In addition, a standardized effect size can be used to inform sample size calculations for future MRTs. Here, the standardized effect size is a function of time because the push notifications can occur repeatedly over time. We illustrate this methodology using data from an MRT involving HeartSteps, an mHealth intervention for physical activity as part of the secondary prevention of heart disease.

Entities:  

Keywords:  Micro-randomized trials; Precision behavioral science; Standardized effect size

Mesh:

Year:  2019        PMID: 29318443      PMCID: PMC6037616          DOI: 10.1007/s11121-017-0862-5

Source DB:  PubMed          Journal:  Prev Sci        ISSN: 1389-4986


  11 in total

1.  Measures of Effect Size for Comparative Studies: Applications, Interpretations, and Limitations.

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Journal:  Contemp Educ Psychol       Date:  2000-07

2.  A power primer.

Authors:  J Cohen
Journal:  Psychol Bull       Date:  1992-07       Impact factor: 17.737

3.  Surfing the urge: brief mindfulness-based intervention for college student smokers.

Authors:  Sarah Bowen; Alan Marlatt
Journal:  Psychol Addict Behav       Date:  2009-12

4.  An implementation intentions intervention, the use of a planning strategy, and physical activity after myocardial infarction.

Authors:  Aleksandra Luszczynska
Journal:  Soc Sci Med       Date:  2005-08-10       Impact factor: 4.634

5.  Microrandomized trials: An experimental design for developing just-in-time adaptive interventions.

Authors:  Predrag Klasnja; Eric B Hekler; Saul Shiffman; Audrey Boruvka; Daniel Almirall; Ambuj Tewari; Susan A Murphy
Journal:  Health Psychol       Date:  2015-12       Impact factor: 4.267

6.  Development and evaluation of a mobile intervention for heavy drinking and smoking among college students.

Authors:  Katie Witkiewitz; Sruti A Desai; Sarah Bowen; Barbara C Leigh; Megan Kirouac; Mary E Larimer
Journal:  Psychol Addict Behav       Date:  2014-07-07

7.  Randomised trials for the Fitbit generation.

Authors:  Walter Dempsey; Peng Liao; Pedja Klasnja; Inbal Nahum-Shani; Susan A Murphy
Journal:  Signif (Oxf)       Date:  2015-12-01

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

9.  cStress: Towards a Gold Standard for Continuous Stress Assessment in the Mobile Environment.

Authors:  Karen Hovsepian; Mustafa al'Absi; Emre Ertin; Thomas Kamarck; Motohiro Nakajima; Santosh Kumar
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2015-09

10.  Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support.

Authors:  Inbal Nahum-Shani; Shawna N Smith; Bonnie J Spring; Linda M Collins; Katie Witkiewitz; Ambuj Tewari; Susan A Murphy
Journal:  Ann Behav Med       Date:  2018-05-18
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  9 in total

1.  Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps.

Authors:  Predrag Klasnja; Shawna Smith; Nicholas J Seewald; Andy Lee; Kelly Hall; Brook Luers; Eric B Hekler; Susan A Murphy
Journal:  Ann Behav Med       Date:  2019-05-03

2.  Microrandomized trials for promoting engagement in mobile health data collection: Adolescent/young adult oral chemotherapy adherence as an example.

Authors:  Shuang Li; Alexandra M Psihogios; Elise R McKelvey; Annisa Ahmed; Mashfiqui Rabbi; Susan Murphy
Journal:  Curr Opin Syst Biol       Date:  2020-07-07

3.  Moving Toward a Precision-Based, Personalized Framework for Prevention Science: Introduction to the Special Issue.

Authors:  Gerald J August; Abigail Gewirtz
Journal:  Prev Sci       Date:  2019-01

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

Authors:  Jessica R Golbus; Walter Dempsey; Elizabeth A Jackson; Brahmajee K Nallamothu; Predrag Klasnja
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2021-01-12

5.  Exploring Breaks in Sedentary Behavior of Older Adults Immediately After Receiving Personalized Haptic Feedback: Intervention Study.

Authors:  Sofie Compernolle; Delfien Van Dyck; Greet Cardon; Ruben Brondeel
Journal:  JMIR Mhealth Uhealth       Date:  2021-05-10       Impact factor: 4.773

Review 6.  Potential benefits of integrating ecological momentary assessment data into mHealth care systems.

Authors:  Jinhyuk Kim; David Marcusson-Clavertz; Kazuhiro Yoshiuchi; Joshua M Smyth
Journal:  Biopsychosoc Med       Date:  2019-08-09

7.  Time Series Visualizations of Mobile Phone-Based Daily Diary Reports of Stress, Physical Activity, and Diet Quality in Mostly Ethnic Minority Mothers: Feasibility Study.

Authors:  Roxana Rezai; W Scott Comulada; Dallas Swendeman; Nithya Ramanathan
Journal:  JMIR Form Res       Date:  2018-11-05

8.  Assessing Real-Time Moderation for Developing Adaptive Mobile Health Interventions for Medical Interns: Micro-Randomized Trial.

Authors:  Timothy NeCamp; Srijan Sen; Elena Frank; Maureen A Walton; Edward L Ionides; Yu Fang; Ambuj Tewari; Zhenke Wu
Journal:  J Med Internet Res       Date:  2020-03-31       Impact factor: 5.428

9.  Toward Integration of mHealth in Primary Care in the Netherlands: A Qualitative Analysis of Stakeholder Perspectives.

Authors:  Esmee L S Bally; Tomris Cesuroglu
Journal:  Front Public Health       Date:  2020-01-15
  9 in total

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