Literature DB >> 32190618

Engagement in mHealth behavioral interventions for HIV prevention and care: making sense of the metrics.

Lisa B Hightow-Weidman1, Jose A Bauermeister2.   

Abstract

BACKGROUND: Engagement is the primary metric by which researchers can assess whether participants in a mHealth intervention used and interacted with the intervention's content as intended over a pre-specified period to result in behavior change. Paradata, defined as the process data documenting users' access, participation, and navigation through a mHealth intervention, have been associated with differential treatment outcomes in mHealth interventions. Within behavioral mHealth interventions, there has been an increase in the number of studies addressing the HIV prevention and care continuum in recent years, yet few have presented engagement metrics or examined how these data could inform design modifications, promote continued engagement, and supplement primary intervention efficacy and scale-up efforts.
METHODS: We review common paradata metrics in mHealth interventions (e.g., amount, frequency, duration and depth of use), using case studies from four technology-driven HIV interventions to illustrate their utility in evaluating mHealth behavioral interventions for HIV prevention and care. Across the four case studies, participants' ages ranged between 15 and 30 years and included a racially and ethnically diverse sample of youth. The four case studies had different approaches for engaging young men who have sex with men: a tailored brief intervention, an interactive modular program, a daily tool to monitor and self-regulate treatment adherence, and an online platform promoting social engagement and social support. Each focused on key outcomes across the HIV prevention and care continuum [e.g., safer sex behaviors, HIV testing, antiretroviral therapy (ART) adherence] and collected paradata metrics systematically.
RESULTS: Across the four interventions, paradata was utilized to identify patterns of use, create user profiles, and determine a minimum engagement threshold for future randomized trials based on initial pilot trial data. Evidence of treatment differences based on paradata analyses were also observed in between-arm and within-arm analyses, indicating that intervention exposure and dosage might influence the strength of the observed intervention effects. Paradata reflecting participants' engagement with intervention content was used to suggest modifications to intervention design and navigation, to understand what theoretically-driven content participants chose to engage with in an intervention, and to illustrate how engagement was linked to HIV-related outcomes.
CONCLUSIONS: Paradata monitoring and reporting can enhance the rigor of mHealth trials. Metrics of engagement must be systematically collected, analyzed and interpreted to meaningfully understand a mHealth intervention's efficacy. Future mHealth trials should work to identify suitable engagement metrics during intervention development, ensure their collection throughout the trial, and evaluate their impact on trial outcomes. 2020 mHealth. All rights reserved.

Entities:  

Keywords:  HIV prevention and care; engagement; mHealth; paradata

Year:  2020        PMID: 32190618      PMCID: PMC7063263          DOI: 10.21037/mhealth.2019.10.01

Source DB:  PubMed          Journal:  Mhealth        ISSN: 2306-9740


  33 in total

Review 1.  Recent mobile health interventions to support medication adherence among HIV-positive MSM.

Authors:  Kathryn E Muessig; Sara LeGrand; Keith J Horvath; José A Bauermeister; Lisa B Hightow-Weidman
Journal:  Curr Opin HIV AIDS       Date:  2017-09       Impact factor: 4.283

Review 2.  Addressing engagement in technology-based behavioural HIV interventions through paradata metrics.

Authors:  José A Bauermeister; Jesse M Golinkoff; Kathryn E Muessig; Keith J Horvath; Lisa B Hightow-Weidman
Journal:  Curr Opin HIV AIDS       Date:  2017-09       Impact factor: 4.283

3.  Experiences of habit formation: a qualitative study.

Authors:  Phillippa Lally; Jane Wardle; Benjamin Gardner
Journal:  Psychol Health Med       Date:  2011-08       Impact factor: 2.423

4.  A Randomized Trial of an Online Risk Reduction Intervention for Young Black MSM.

Authors:  Lisa B Hightow-Weidman; Sara LeGrand; Kathryn E Muessig; Ryan A Simmons; Karina Soni; Seul Ki Choi; Helene Kirschke-Schwartz; Joseph R Egger
Journal:  AIDS Behav       Date:  2019-05

5.  Optimization of behavioral dynamic treatment regimens based on the sequential, multiple assignment, randomized trial (SMART).

Authors:  Linda M Collins; Inbal Nahum-Shani; Daniel Almirall
Journal:  Clin Trials       Date:  2014-06-05       Impact factor: 2.486

6.  Feasibility, acceptability and preliminary efficacy of an online peer-to-peer social support ART adherence intervention.

Authors:  Keith J Horvath; J Michael Oakes; B R Simon Rosser; Gene Danilenko; Heather Vezina; K Rivet Amico; Mark L Williams; Jane Simoni
Journal:  AIDS Behav       Date:  2013-07

7.  Paradata Analysis of an eHealth HIV Testing Intervention for Young Men Who Have Sex With Men.

Authors:  Stephen Bonett; Daniel Connochie; Jesse M Golinkoff; Keith J Horvath; José A Bauermeister
Journal:  AIDS Educ Prev       Date:  2018-10

Review 8.  The Effectiveness of Prompts to Promote Engagement With Digital Interventions: A Systematic Review.

Authors:  Ghadah Alkhaldi; Fiona L Hamilton; Rosa Lau; Rosie Webster; Susan Michie; Elizabeth Murray
Journal:  J Med Internet Res       Date:  2016-01-08       Impact factor: 5.428

9.  Development of a Tailored HIV Prevention Intervention for Single Young Men Who Have Sex With Men Who Meet Partners Online: Protocol for the myDEx Project.

Authors:  Jose Arturo Bauermeister; Ryan C Tingler; Michele Demers; Gary W Harper
Journal:  JMIR Res Protoc       Date:  2017-07-19

10.  A Gamified Smartphone App to Support Engagement in Care and Medication Adherence for HIV-Positive Young Men Who Have Sex With Men (AllyQuest): Development and Pilot Study.

Authors:  Lisa Hightow-Weidman; Kathryn Muessig; Kelly Knudtson; Mala Srivatsa; Ellena Lawrence; Sara LeGrand; Anna Hotten; Sybil Hosek
Journal:  JMIR Public Health Surveill       Date:  2018-04-30
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  19 in total

1.  Lessons from early stage pilot studies to maximize the impact of digital health interventions for sexual and reproductive health.

Authors:  Sandra I McCoy; Laura Packel
Journal:  Mhealth       Date:  2020-07-05

2.  Explorations of the Role of Digital Technology in HIV-Related Implementation Research: Case Comparisons of Five Ending the HIV Epidemic Supplement Awards.

Authors:  Jeb Jones; Justin Knox; Steven Meanley; Cui Yang; David W Lounsbury; Terry T Huang; Jose Bauermeister; Graciela Gonzalez-Hernandez; Victoria Frye; Christian Grov; Viraj Patel; Stefan D Baral; Patrick S Sullivan; Sheree R Schwartz
Journal:  J Acquir Immune Defic Syndr       Date:  2022-07-01       Impact factor: 3.771

3.  Correlates of Engagement Within an Online HIV Prevention Intervention for Single Young Men Who Have Sex With Men: Randomized Controlled Trial.

Authors:  Seul Ki Choi; Jesse Golinkoff; Mark Michna; Daniel Connochie; José Bauermeister
Journal:  JMIR Public Health Surveill       Date:  2022-06-27

4.  Media representation, perception and stigmatisation of race, sexuality and HIV among young black gay and bisexual men.

Authors:  Gregory Sallabank; Natalie A Blackburn; Megan Threats; Deren V Pulley; Megan C Barry; Sara LeGrand; Gary W Harper; José A Bauermeister; Lisa B Hightow-Weidman; Kathryn E Muessig
Journal:  Cult Health Sex       Date:  2021-12-12

Review 5.  Peer Group Focused eHealth Strategies to Promote HIV Prevention, Testing, and Care Engagement.

Authors:  Keshet Ronen; Eli Grant; Charles Copley; Tara Batista; Brandon L Guthrie
Journal:  Curr HIV/AIDS Rep       Date:  2020-10       Impact factor: 5.071

6.  HIV Information Acquisition and Use Among Young Black Men Who Have Sex With Men Who Use the Internet: Mixed Methods Study.

Authors:  Megan Threats; Keosha Bond
Journal:  J Med Internet Res       Date:  2021-05-07       Impact factor: 5.428

Review 7.  A Review of Recent HIV Prevention Interventions and Future Considerations for Nursing Science.

Authors:  Megan Threats; Bridgette M Brawner; Tiffany M Montgomery; Jasmine Abrams; Loretta Sweet Jemmott; Pierre-Cedric Crouch; Kellie Freeborn; Emiko Kamitani; Comfort Enah
Journal:  J Assoc Nurses AIDS Care       Date:  2021 May-Jun 01       Impact factor: 1.809

8.  Contextual Predictors of Engagement in a Tailored mHealth Intervention for Adolescent and Young Adult Cancer Survivors.

Authors:  Alexandra M Psihogios; Sara King-Dowling; Bridget O'Hagan; Katie Darabos; Laurie Maurer; Jordyn Young; Linda Fleisher; Lamia P Barakat; Dava Szalda; Christine E Hill-Kayser; Lisa A Schwartz
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9.  Maximizing Digital Interventions for Youth in the Midst of Covid-19: Lessons from the Adolescent Trials Network for HIV Interventions.

Authors:  Lisa Hightow-Weidman; Kate Muessig; Kristina Claude; Jessica Roberts; Maria Zlotorzynska; Travis Sanchez
Journal:  AIDS Behav       Date:  2020-08

Review 10.  Technology-Based Interventions to Increase Point-of-Care HIV Testing and Linkage to Care Among Youth in the US: A Systematic Review.

Authors:  Mobolaji Ibitoye; Hope Lappen; Robert Freeman; Ashly E Jordan; Ian David Aronson
Journal:  AIDS Behav       Date:  2020-11-24
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