Evidence map›Paper›PMID 41397229›Full record

ArticleJMIR human factors2025

Effects of Choice Set Sizes and Moderations of Anxiety and State Emotions on Mental Health Self-Care Uptake, Engagement, and User Experience: Experimental Study.

Siu Kit Yeung, Florence H T Leung, Jason C M Lee, Gabriel Man Hin Cheung, Ching Wan Li, Winnie W S Mak

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Article in JMIR human factors, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Siu Kit YeungDepartment of Psychology, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China (Hong Kong), 852 3943 6577.ORCID 0000-0002-5835-0981
Florence H T LeungDepartment of Psychology, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China (Hong Kong), 852 3943 6577.ORCID 0000-0002-7326-4125
Jason C M LeeDepartment of Psychology, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China (Hong Kong), 852 3943 6577.ORCID 0009-0003-5868-883X
Gabriel Man Hin Cheung *Department of Psychology, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China (Hong Kong), 852 3943 6577.ORCID 0009-0004-7740-0130
Ching Wan Li *Department of Psychology, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China (Hong Kong), 852 3943 6577.ORCID 0009-0004-9192-5064
Winnie W S MakDepartment of Psychology, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong SAR, China (Hong Kong), 852 3943 6577.ORCID 0000-0002-9714-7847

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Digital mental health platforms often consist of many different forms of self-care exercises. To our knowledge, whether the number of choices presented to the users affects their uptake and experiences and poses negative consequences (ie, not choosing any exercises, choice dissatisfaction) for users, especially those experiencing anxiety and depressive symptoms or unpleasant state emotions, has not been empirically investigated. Objective: This study investigated the impact of choice set size on practice decisions, completion, satisfaction, and subjective experiences, as well as potential moderators including depression and anxiety symptoms, state emotions, and motivational and decisional attributes on these choice outcomes. Methods: Participants were recruited through university mass email and social media, and 652 participants were included in our analyses. Participants completed questions regarding anxiety and depressive symptoms, state emotions, and other psychological attributes. Then, they were randomly assigned to 1-choice, 4-choice, and 16-choice conditions, in which they may choose a self-care activity to practice or decide not to practice. Finally, they completed questions regarding completion, satisfaction, engagement, attitude, and perceived improvement in psychological state. Results: Presenting multiple choices resulted in a higher likelihood of practice (odds ratio 3.12, 95% CI 2.08 to 4.67 and 3.83, 95% CI 2.55 to 5.76; P<.001) and better decision satisfaction (16-choice vs 1-choice: d=0.36, 95% CI 0.17 to 0.56, P<.001; 4-choice vs 1-choice: d=0.24, 95% CI 0.05 to 0.43, P=.03) compared with presenting with a single choice. Tentative evidence indicates anxiety symptoms and state emotions were meaningful moderators. Specifically, for individuals with more anxiety symptoms and intense negative emotions, presenting a larger choice set (16 choices) resulted in more positive chosen exercise satisfaction, better attitudes toward chosen activity, and higher perceived improvement in mental health state after the activity, when compared with presenting with smaller choice sets (anxiety: β=-0.38, 95% CI -0.69 to -0.06 to -0.51, 95% CI -0.84 to -0.18; state emotions: β=-0.31, 95% CI -0.66 to 0.03 to -0.60, 95% CI -0.92 to -0.28). No evidence was found for the moderating effect of motivational and decisional attributes. Conclusions: The moderation results were contradictory to prior research and our expectation that a larger choice set may result in worse outcomes than a smaller choice set for people who were experiencing higher levels of psychological distress. We speculated that a possible reason for these findings may be that people with more anxiety symptoms and unpleasant emotions may have a stronger need to reduce these uncomfortable symptoms and emotions, and when presented with more choices on self-care activities, there may be a higher possibility that these self-care activities can address their distress.

Indexed as

AnxietyChoice BehaviorEmotionsSelf CareAdultFemaleHumansMaleYoung Adultanxietychoice set sizedecision makingdigital mental healthindividual moderatorsstate emotions

Identifiers

PMID41397229
PMCPMC12705060

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.