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Lee Yoon Li M, Lee Si Min S, Sündermann O. Efficacy of the mHealth App Intellect in Improving Subclinical Obsessive-Compulsive Disorder in University Students: Randomized Controlled Trial With a 4-Week Follow-Up. JMIR Mhealth Uhealth 2024; 12:e63316. [PMID: 39680884 DOI: 10.2196/63316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Revised: 09/18/2024] [Accepted: 11/12/2024] [Indexed: 12/18/2024] Open
Abstract
BACKGROUND Obsessive-compulsive disorder (OCD) is the third most prevalent mental health disorder in Singapore, with a high degree of burden and large treatment gaps. Self-guided programs on mobile apps are accessible and affordable interventions, with the potential to address subclinical OCD before symptoms escalate. OBJECTIVE This randomized controlled trial aimed to examine the efficacy of a self-guided OCD program on the mobile health (mHealth) app Intellect in improving subclinical OCD and maladaptive perfectionism (MP) as a potential moderator of this predicted relationship. METHODS University students (N=225) were randomly assigned to an 8-day, self-guided app program on OCD (intervention group) or cooperation (active control). Self-reported measures were obtained at baseline, after the program, and at a 4-week follow-up. The primary outcome measure was OCD symptom severity (Obsessive Compulsive Inventory-Revised [OCI-R]). Baseline MP was assessed as a potential moderator. Depression, anxiety, and stress (Depression Anxiety and Stress Scales-21) were controlled for during statistical analyses. RESULTS The final sample included 192 participants. The intervention group reported significantly lower OCI-R scores compared with the active control group after the intervention (partial eta-squared [ηp2]=0.031; P=.02) and at 4-week follow-up (ηp2=0.021; P=.044). A significant, weak positive correlation was found between MP and OCI-R levels at baseline (r=0.28; P<.001). MP was not found to moderate the relationship between condition and OCI-R scores at postintervention (P=.70) and at 4-week follow-up (P=.88). CONCLUSIONS This study provides evidence that the self-guided OCD program on the Intellect app is effective in reducing subclinical OCD among university students in Singapore. Future studies should include longer follow-up durations and study MP as a moderator in a broader spectrum of OCD symptom severity. TRIAL REGISTRATION ClinicalTrials.gov NCT06202677; https://clinicaltrials.gov/study/NCT06202677.
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Yang Y, Tavares J, Oliveira T. A New Research Model for Artificial Intelligence-Based Well-Being Chatbot Engagement: Survey Study. JMIR Hum Factors 2024; 11:e59908. [PMID: 39527812 PMCID: PMC11589509 DOI: 10.2196/59908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 08/25/2024] [Accepted: 09/13/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND Artificial intelligence (AI)-based chatbots have emerged as potential tools to assist individuals in reducing anxiety and supporting well-being. OBJECTIVE This study aimed to identify the factors that impact individuals' intention to engage and their engagement behavior with AI-based well-being chatbots by using a novel research model to enhance service levels, thereby improving user experience and mental health intervention effectiveness. METHODS We conducted a web-based questionnaire survey of adult users of well-being chatbots in China via social media. Our survey collected demographic data, as well as a range of measures to assess relevant theoretical factors. Finally, 256 valid responses were obtained. The newly applied model was validated through the partial least squares structural equation modeling approach. RESULTS The model explained 62.8% (R2) of the variance in intention to engage and 74% (R2) of the variance in engagement behavior. Affect (β=.201; P=.002), social factors (β=.184; P=.007), and compatibility (β=.149; P=.03) were statistically significant for the intention to engage. Habit (β=.154; P=.01), trust (β=.253; P<.001), and intention to engage (β=.464; P<.001) were statistically significant for engagement behavior. CONCLUSIONS The new extended model provides a theoretical basis for studying users' AI-based chatbot engagement behavior. This study highlights practical points for developers of AI-based well-being chatbots. It also highlights the importance of AI-based well-being chatbots to create an emotional connection with the users.
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Affiliation(s)
- Yanrong Yang
- NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Lisboa, Portugal
| | - Jorge Tavares
- NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Lisboa, Portugal
| | - Tiago Oliveira
- NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Lisboa, Portugal
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Salihu EY, Omuya H, Joseph DT, Hassan JH, Ali A, Chewning B. Acceptability and Scalability of a Meditation App Among Adolescents With Type 1 Diabetes Mellitus. Cureus 2024; 16:e72700. [PMID: 39483576 PMCID: PMC11527505 DOI: 10.7759/cureus.72700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/23/2024] [Indexed: 11/03/2024] Open
Abstract
Background Adolescents with type 1 diabetes mellitus (T1DM) experience stress from general life stressors and diabetes-specific stressors. This stress manifests in a range of ways, such as mood swings, heightened frustration, strained familial relationships, and difficulties in T1DM self-management, which then leads to worse health outcomes. There is small to moderate evidence that frequent use of mental health applications (MHapps) improves mental and physical health outcomes. Meditation apps may help reduce some of the stress associated with living with T1DM. This study explores the acceptability and scalability of a self-guided, smartphone-based meditation app, the Healthy Minds Program (HMP) app, among adolescents with T1DM using the Unified Theory of Acceptance and Use of Technology. Methods Eight adolescents ages 15-19 were recruited from a pediatric clinic in a Midwestern state and introduced to the HMP app. After using the HMP app for one week, they were invited to participate in three successive focus group meetings. During the meetings, they shared their perspectives on the content, navigation, and acceptability of the HMP app and strategies to introduce and scale app utilization among adolescents with T1DM. Researchers conducted conventional content analysis using a hybrid coding approach. Data was managed and analyzed using NVivo 10 (Lumivero, Denver, Colorado, USA). Findings Participants believed that the HMP app has the potential to enhance their stress management, mood, and coping abilities when dealing with the challenges of T1DM management. They found the app enjoyable and easy to use but expressed concerns about time constraints as a potential barrier. To address this, they shared recommendations for facilitating app uptake and usage. Conclusions This study's results provide an in-depth understanding of how positively this subset of adolescents with T1DM viewed the HMP app. The participants also offered valuable suggestions that can promote the adoption and sustained use of MHapps by adolescents living with T1DM.
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Affiliation(s)
- Ejura Y Salihu
- School of Pharmacy, Social and Administrative Sciences Division, University of Wisconsin-Madison, Madison, USA
- Department of Family Medicine and Community Health, University of Wisconsin-Madison, Madison, USA
| | - Helen Omuya
- School of Pharmacy, Social and Administrative Sciences Division, University of Wisconsin-Madison, Madison, USA
| | - Deborah T Joseph
- Department of Community Health, Hospital Sisters Health System, Springfield, USA
- Department of Health Sciences and Social Work, Western Illinois University, Macomb, USA
| | - Judith H Hassan
- Department of Health Sciences and Social Work, Western Illinois University, Macomb, USA
| | - Asma Ali
- School of Public Health, The University of Memphis, Memphis, USA
- Department of Family Medicine and Community Health, University of Wisconsin-Madison, Madison, USA
| | - Betty Chewning
- School of Pharmacy, Social and Administrative Sciences Division, University of Wisconsin-Madison, Madison, USA
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Schueller SM, Wasil AR, Bunyi J, DeRubeis RJ, Weisz JR. Mental Health Apps for Children and Adolescents: A Clinician-Friendly Review. J Am Acad Child Adolesc Psychiatry 2024; 63:389-392.e1. [PMID: 38123125 DOI: 10.1016/j.jaac.2023.07.1004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 07/03/2023] [Accepted: 12/11/2023] [Indexed: 12/23/2023]
Abstract
Mobile apps for mental health and wellness (MH apps) have the potential to support youth mental health, expanding access to the large proportion of youth with mental health concerns who do not access formal treatment. Survey data suggest that young people are highly interested in MH apps, with minoritized youth (eg, LGBTQ individuals) and youth with elevated depressive symptoms reporting especially high rates of downloading MH apps.1 In addition, systematic reviews and meta-analyses suggest that MH apps can be effective.2 Although many popular MH apps do not have direct empirical evidence supporting their efficacy,3 they often include elements of empirically supported treatments for children and adolescents.4 The MH app space moves at a fast pace, making it difficult to stay up-to-date. More than 10,000 MH apps exist, with hundreds released each year.5 Even interested clinicians may, understandably, not have time to sort through the large number of apps, scientific papers, and app directories. Furthermore, these resources are rarely designed to offer clear, actionable advice for clinicians. Clinicians could benefit from information and guidance to help patients safely navigate MH apps and to best use MH apps in treatment. Here, we provide 3 key points about youth MH apps ("takeaways"), each with an actionable implication for clinicians ("action items"). We also provide examples of specific questions for clinicians to support their use of MH apps with children and adolescents (Table 1). More information regarding where we derived these recommendations is available in Supplement 1, available online.
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Affiliation(s)
| | - Akash R Wasil
- University of Pennsylvania, Philadelphia, Pennsylvania
| | - John Bunyi
- University of California - Irvine, California; University of Southern California, Los Angeles, California
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Lee J, Su Z, Chen Y. Mobile Apps for Children's Health and Wellbeing: Design Features and Future Opportunities. AMIA ... ANNUAL SYMPOSIUM PROCEEDINGS. AMIA SYMPOSIUM 2024; 2023:1027-1036. [PMID: 38222362 PMCID: PMC10785842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/16/2024]
Abstract
Mobile health apps hold great potential for promoting children's health and wellbeing. However, there is limited understanding of how these technologies are currently designed to support children with their health concerns or wellness goals. To gain insight into the current landscape of mobile apps designed for children's health, we retrieved and reviewed 43 apps from IOS and Google Play store that are specifically marketed for children. Our qualitative analysis identified the dominant health focuses and goals of children's mobile health apps. We analyzed the primary users and their expectations as well as the methods of engagement and involvement adopted. Based on our findings, we discussed the opportunities to support children with chronic illnesses through mobile apps, design for dual use, and design for age appropriateness and digital health safety. This study provides insights and recommendations for app designers, health researchers, and policymakers on strategies for engaging children and parents while also promoting children's health and wellbeing through mobile technology.
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Affiliation(s)
- Jamie Lee
- University of California, Irvine, Irvine, CA, USA
| | - Zhaoyuan Su
- University of California, Irvine, Irvine, CA, USA
| | - Yunan Chen
- University of California, Irvine, Irvine, CA, USA
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Saad F, Eisenstadt M, Liverpool S, Carlsson C, Vainieri I. Self-Guided Mental Health Apps Targeting Racial and Ethnic Minority Groups: Scoping Review. JMIR Ment Health 2023; 10:e48991. [PMID: 38055315 PMCID: PMC10733819 DOI: 10.2196/48991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 10/14/2023] [Accepted: 10/21/2023] [Indexed: 12/07/2023] Open
Abstract
BACKGROUND The use of mental health apps (MHAs) is increasing rapidly. However, little is known about the use of MHAs by racial and ethnic minority groups. OBJECTIVE In this review, we aimed to examine the acceptability and effectiveness of MHAs among racial and ethnic minority groups, describe the purposes of using MHAs, identify the barriers to MHA use in racial and ethnic minority groups, and identify the gaps in the literature. METHODS A systematic search was conducted on August 25, 2023, using Web of Science, Embase, PsycINFO, PsycArticles, PsycExtra, and MEDLINE. Articles were quality appraised using the Mixed Methods Appraisal Tool, and data were extracted and summarized to form a narrative synthesis. RESULTS A total of 15 studies met the inclusion criteria. Studies were primarily conducted in the United States, and the MHAs designed for racial and ethnic minority groups included ¡Aptívate!, iBobbly, AIMhi- Y, BRAVE, Build Your Own Theme Song, Mindful You, Sanadak, and 12 more MHAs used in 1 study. The MHAs were predominantly informed by cognitive behavioral therapy and focused on reducing depressive symptoms. MHAs were considered acceptable for racial and ethnic minority groups; however, engagement rates dropped over time. Only 2 studies quantitatively reported the effectiveness of MHAs among racial and ethnic minority groups. Barriers to use included the repetitiveness of the MHAs, stigma, lack of personalization, and technical issues. CONCLUSIONS Considering the growing interest in MHAs, the available evidence for MHAs for racial and ethnic minority groups appears limited. Although the acceptability seems consistent, more research is needed to support the effectiveness of MHAs. Future research should also prioritize studies to explore the specific needs of racial and ethnic minority groups if MHAs are to be successfully adopted.
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Affiliation(s)
- Fiby Saad
- Clinical, Educational and Health Psychology, Division of Psychology and Language Sciences, University College London, Faculty of Brain Sciences, London, United Kingdom
| | - Mia Eisenstadt
- Clinical, Educational and Health Psychology, Division of Psychology and Language Sciences, University College London, Faculty of Brain Sciences, London, United Kingdom
- Evidence Based Practice Unit, Anna Freud National Centre for Children and Families, London, United Kingdom
| | - Shaun Liverpool
- Clinical, Educational and Health Psychology, Division of Psychology and Language Sciences, University College London, Faculty of Brain Sciences, London, United Kingdom
- Evidence Based Practice Unit, Anna Freud National Centre for Children and Families, London, United Kingdom
- Department of Social Work & Wellbeing, Edge Hill University, Faculty of Health, Social Care and Medicine, Ormskirk, United Kingdom
| | | | - Isabella Vainieri
- Clinical, Educational and Health Psychology, Division of Psychology and Language Sciences, University College London, Faculty of Brain Sciences, London, United Kingdom
- Evidence Based Practice Unit, Anna Freud National Centre for Children and Families, London, United Kingdom
- Department of Psychology, Royal Holloway, University of London, Egham, Surrey, United Kingdom
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Zhou X, Bambling M, Bai X, Smith AC, Edirippulige S. Exploring factors affecting Chinese adolescents' perceived usefulness and engagement with a stress management app: a qualitative study. Front Psychol 2023; 14:1249093. [PMID: 38054166 PMCID: PMC10694271 DOI: 10.3389/fpsyg.2023.1249093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 10/31/2023] [Indexed: 12/07/2023] Open
Abstract
Introduction Providing adolescents with stress management interventions via mobile apps has potential for overcoming barriers to traditional in-person services, such as stigma, cost and travel. However, the effectiveness remains uncertain and engagement level remains low. Therefore, it is essential to understand adolescents' user experience of such apps, however, such research is scarce. This study aimed to address this research gap by exploring factors affecting Chinese adolescents' perceived usefulness and engagement of a stress management app, which was developed for them. Methods A qualitative study design involving focus group interviews and inductive thematic analysis was adopted. A purposive sampling method was employed, resulting in five focus groups (n = 39 adolescents). Results Two themes emerged: (1) mechanism and determinants of usefulness and (2) facilitators and barriers to engagement. The app was found to be helpful in managing chronic and simple stressors by promoting positive behavior, cognition, and physical changes. Relevance to real-life situations, peer support, and planning and monitoring features were found to increase usefulness. Participants suggested adding one-on-one chat support for managing acute stressors. Multimedia, logical content arrangement, combining psychoeducation and skills training, gamification, customization, and an appealing user interface were engaging factors for adolescents, whilst text-heavy content, pedagogical and monotonous tones, technical issues were found to disengage adolescents. Conclusion Stress management apps should involve simple and evidence-based coping skills training, target adolescents' real-life problems, promote positive peer influence, address both chronic and acute stressors. Additionally, such apps should have logical arrangement of content, be interactive and customizable, and involve multimedia and gamification features to engage adolescents.
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Affiliation(s)
- Xiaoyun Zhou
- Centre for Online Health, The University of Queensland, Brisbane, QLD, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
- School of Public Health, The University of Queensland, Brisbane, QLD, Australia
- Queensland Centre for Mental Health Research, The University of Queensland, Brisbane, QLD, Australia
| | - Matthew Bambling
- Navitas ACAP School of Psychology, Brisbane, QLD, Australia
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
| | - Xuejun Bai
- Academy of Psychology and Behavior, Tianjin Normal University, Tianjin, China
| | - Anthony C. Smith
- Centre for Online Health, The University of Queensland, Brisbane, QLD, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
- Centre for Innovative Medical Technology, University of Southern Denmark, Odense, Denmark
| | - Sisira Edirippulige
- Centre for Online Health, The University of Queensland, Brisbane, QLD, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
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