Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Accepted for/Published in: JMIR mHealth and uHealth

Date Submitted: Oct 1, 2022
Open Peer Review Period: Oct 1, 2022 - Nov 26, 2022
Date Accepted: Mar 14, 2023
(closed for review but you can still tweet)

The final, peer-reviewed published version of this preprint can be found here:

Assessing the Pragmatic Nature of Mobile Health Interventions Promoting Physical Activity: Systematic Review and Meta-analysis

Stecher C, Pfisterer B, Harden SM, Epstein D, Hirschmann JM, Wunsch K, Buman MP

Assessing the Pragmatic Nature of Mobile Health Interventions Promoting Physical Activity: Systematic Review and Meta-analysis

JMIR Mhealth Uhealth 2023;11:e43162

DOI: 10.2196/43162

PMID: 37140972

PMCID: 10196895

Assessing the Pragmatic Nature of mHealth Interventions Promoting Physical Activity: A Systematic Review and Meta-Analysis

  • Chad Stecher; 
  • Bjorn Pfisterer; 
  • Samantha M. Harden; 
  • Dana Epstein; 
  • Jakob M. Hirschmann; 
  • Kathrin Wunsch; 
  • Matthew P. Buman

ABSTRACT

Background:

Mobile health (mHealth) applications (apps) can promote physical activity, but the pragmatic nature (i.e., how well research translates into real-world settings) of these studies is unknown.

Objective:

The purpose of this review and meta-analysis is to describe the pragmatic nature of recent mHealth interventions for promoting physical activity and examine associations among study effect size and pragmatic study design choices.

Methods:

PubMed, Scopus, Web of Science, and PsycINFO were searched up to April 2020. Studies were eligible if they incorporated apps as the primary intervention, were conducted in health promotion or preventive care settings, included a device–based physical activity outcome, and used randomized study designs. Studies were assessed with RE-AIM (Reach, Effectiveness, Adoption, Implementation, Maintenance) and PRECIS-2 (Pragmatic-Explanatory Continuum Indicator Summary-2) frameworks. Study effect sizes were summarized using random effect models, and meta-regression was used to examine treatment effect heterogeneity by study characteristics (study duration, RE-AIM score, and PRECIS-2 score).

Results:

Twenty-two interventions were selected. Data reporting across the RE-AIM framework was low overall (18.2%) and varied within specific dimensions (R=44.3%; E=52.7%; A=3.4%; I=10%; M=12.4%). PRECIS-2 results indicated that the majority of study designs were “equally explanatory and pragmatic” (63.6%). An overall positive treatment effect was observed (Cohen‘s d = 0.29 [95% CI 0.13 - 0.46]). Treatment effects varied by PRECIS-2 score (P<.01), with more explanatory studies producing larger treatment effects. Treatment effect sizes were homogenous across study duration and RE-AIM scores.

Conclusions:

App-based mHealth physical activity studies have limited pragmatic utility and generalizability, and more pragmatic interventions observe smaller treatment effects. Future app-based studies should more comprehensively report real-world applicability and more pragmatic approaches are needed for maximal population health impact. Clinical Trial: International prospective register of systematic reviews (PROSPERO) CRD42020169102.


 Citation

Please cite as:

Stecher C, Pfisterer B, Harden SM, Epstein D, Hirschmann JM, Wunsch K, Buman MP

Assessing the Pragmatic Nature of Mobile Health Interventions Promoting Physical Activity: Systematic Review and Meta-analysis

JMIR Mhealth Uhealth 2023;11:e43162

DOI: 10.2196/43162

PMID: 37140972

PMCID: 10196895

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.