Nudges and Prompts Increase Engagement in Self-Guided Digital Health Treatment for Depression and Anxiety: Results From a 3-Arm Randomized Controlled Trial

被引:2
|
作者
van Mierlo, Trevor [1 ]
Rondina, Renante [2 ]
Fournier, Rachel [1 ]
机构
[1] Evolut Hlth, 206-90 Eglinton Ave East, Toronto, ON M4P 2Y3, Canada
[2] Univ Toronto, Rotman Sch Managment, Toronto, ON, Canada
关键词
behavioral economics; digital health; attrition; engagement; nudges; depression; anxiety; mood disorders; ADHERENCE; INTERVENTIONS; METAANALYSIS;
D O I
10.2196/52558
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Accessible and effective approaches to mental health treatment are important because of common barriers such as cost, stigma, and provider shortage. The effectiveness of self-guided treatment is well established, and its use has intensified because of the COVID-19 pandemic. Engagement remains important as dose-response relationships have been observed. Platforms such as Facebook (Meta Platform, Inc), LinkedIn (Microsoft Corp), and X Corp (formerly known as Twitter, Inc) use principles of behavioral economics to increase engagement. We hypothesized that similar concepts would increase engagement in self-guided digital health. Objective: This 3-arm randomized controlled trial aimed to test whether members of 2 digital self-health courses for anxiety and depression would engage with behavioral nudges and prompts. Our primary hypothesis was that members would click on 2 features: tips and a to-do checklist. Our secondary hypothesis was that members would prefer to engage with directive tips in arm 2 versus social proof and present bias tips in arm 3. Our tertiary hypothesis was that rotating tips and a to-do checklist would increase completion rates. The results of this study will form a baseline for future artificial intelligence-directed research. Methods: Overall, 13,224 new members registered between November 2021 and May 2022 for Evolution Health's self-guided treatment courses for anxiety and depression. The control arm featured a member home page without nudges or prompts. Arm 2 featured a home page with a tip-of-the-day section. Arm 3 featured a home page with a tip-of-the-day section and a to-do checklist. The research protocol for this study was published in JMIR Research Protocols on August 15, 2022. Results: Arm 3 had significantly younger members (F-2,F-4564=40.97; P<.001) and significantly more female members (chi(2)(4)=92.2; P<.001) than the other 2 arms. Control arm members (1788/13,224, 13.52%) completed an average of 1.5 course components. Arm 2 members (865/13,224, 6.54%) clicked on 5% of tips and completed an average of 1.8 course components. Arm 3 members (1914/13,224, 14.47%) clicked on 5% of tips, completed 2.7 of 8 to-do checklist items, and completed an average of 2.11 course components. Completion rates in arm 2 were greater than those in arm 1 (z score=3.37; P<.001), and completion rates in arm 3 were greater than those in arm 1 (z score=12.23; P<.001). Engagement in all 8 components in arm 3 was higher than that in arm 2 (z score=1.31; P<.001). Conclusions: Members engaged with behavioral nudges and prompts. The results of this study may be important because efficacy is related to increased engagement. Due to its novel approach, the outcomes of this study should be interpreted with caution and used as a guideline for future research in this nascent field.
引用
收藏
页数:23
相关论文
共 35 条
  • [1] The effect of user interface on treatment engagement in a self-guided digital problem-solving intervention: A randomized controlled trial
    Hentati, Amira
    Forsell, Erik
    Ljotsson, Brjann
    Kaldo, Viktor
    Lindefors, Nils
    Kraepelien, Martin
    INTERNET INTERVENTIONS-THE APPLICATION OF INFORMATION TECHNOLOGY IN MENTAL AND BEHAVIOURAL HEALTH, 2021, 26
  • [2] Distinct trajectories of response to prefrontal tDCS in major depression: results from a 3-arm randomized controlled trial
    Stephan A. Goerigk
    Frank Padberg
    Markus Bühner
    Nina Sarubin
    Tyler S. Kaster
    Zafiris J. Daskalakis
    Daniel M. Blumberger
    Lucas Borrione
    Lais B. Razza
    Andre R. Brunoni
    Neuropsychopharmacology, 2021, 46 : 774 - 782
  • [3] Distinct trajectories of response to prefrontal tDCS in major depression: results from a 3-arm randomized controlled trial
    Goerigk, Stephan A.
    Padberg, Frank
    Buhner, Markus
    Sarubin, Nina
    Kaster, Tyler S.
    Daskalakis, Zafiris J.
    Blumberger, Daniel M.
    Borrione, Lucas
    Razza, Lais B.
    Brunoni, Andre R.
    NEUROPSYCHOPHARMACOLOGY, 2021, 46 (04) : 774 - 782
  • [4] Randomized controlled Trial for Anxiety Treatment using a guided digital Health App
    Barrabas, T. F.
    Manheim, I. K.
    Rubart, A. K.
    Korn, J.
    Berg, J.
    John, L. H.
    Zurowski, B.
    Mueller, F. -J.
    ZEITSCHRIFT FUR PSYCHOSOMATISCHE MEDIZIN UND PSYCHOTHERAPIE, 2023, 69 (02): : 139 - 140
  • [5] A self-guided virtual reality solution for social anxiety: Results from a randomized controlled study
    Lacey, Cameron
    Frampton, Chris
    Beaglehole, Ben
    JOURNAL OF PSYCHIATRIC RESEARCH, 2024, 180 : 333 - 339
  • [6] Improving Adherence and Clinical Outcomes in Self-Guided Internet Treatment for Anxiety and Depression: Randomised Controlled Trial
    Titov, Nickolai
    Dear, Blake F.
    Johnston, Luke
    Lorian, Carolyn
    Zou, Judy
    Wootton, Bethany
    Spence, Jay
    McEvoy, Peter M.
    Rapee, Ronald M.
    PLOS ONE, 2013, 8 (07):
  • [7] Measuring Adherence Within a Self-Guided Online Intervention for Depression and Anxiety: Secondary Analyses of a Randomized Controlled Trial
    Hanano, Maria
    Rith-Najarian, Leslie
    Boyd, Meredith
    Chavira, Denise
    JMIR MENTAL HEALTH, 2022, 9 (03):
  • [8] Self-guided digital treatment with virtual reality for panic disorder and agoraphobia: a study protocol for a randomized controlled trial
    Jari Planert
    Alla Machulska
    Anne-Sophie Hildebrand
    Kati Roesmann
    Esra Otto
    Tim Klucken
    Trials, 23
  • [9] Self-guided digital treatment with virtual reality for panic disorder and agoraphobia: a study protocol for a randomized controlled trial
    Planert, Jari
    Machulska, Alla
    Hildebrand, Anne-Sophie
    Roesmann, Kati
    Otto, Esra
    Klucken, Tim
    TRIALS, 2022, 23 (01)
  • [10] A self-guided internet-delivered intervention for adults with ADHD: Results from a randomized controlled trial
    Kenter, Robin Maria Francisca
    Gjestad, Rolf
    Lundervold, Astri J.
    Nordgreen, Tine
    INTERNET INTERVENTIONS-THE APPLICATION OF INFORMATION TECHNOLOGY IN MENTAL AND BEHAVIOURAL HEALTH, 2023, 32