Study Results
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Basic Information
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COMPLETED
NA
201 participants
INTERVENTIONAL
2024-04-15
2024-08-01
Brief Summary
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LvL UP is a mHealth intervention aimed at preventing NCDs and CMDs in adults from multi-ethnic Southeast Asian populations (Castro et al., 2023). Building upon leading evidence- and theory-based frameworks in the areas of mental health and behaviour change, a multidisciplinary team of researchers developed LvL UP as a holistic intervention centred around three core pillars: Move More, Eat Well, Stress Less.
The goal of this pilot study is to assess the feasibility of a Sequential, Multiple Assignment, Randomized Trial (SMART) aimed at (i) evaluating the effectiveness and cost-effectiveness of LvL UP and (ii) establishing the optimal blended approach in LvL UP that balances effective personalized lifestyle support with scalability. The main questions it aims to answer are:
1. What are the intervention's preliminary, short-term effects? What is the intervention's level of engagement? What is the number of dropouts? What is the percentage of missing data? What is the intervention's responder / non-responder rate after week 4? How easy was to recruit the target sample size and which channels worked best?
2. Considering the above pilot study results: What is the overall feasibility of the SMART research protocol in its current form? Are there any changes required for the main trial? This includes: recruitment approach, intervention content and delivery (app, provision of human support), and/or trial assessments (online and in-person).
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Detailed Description
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* Visit the study site at baseline and week 8 to complete assessments.
* Complete an online assessment at week 4.
* Be assigned to group 1 (intervention) or group 2 (comparison).
* Participants in group 1 will download the LvL UP App.
* Participants in group 1 categorized as 'non-responders' at week 4 will receive four motivational interviewing coaching sessions in addition to continue using the LvL UP app (LvL UP + MI).
* Participants in group 2 will receive a package with standard lifestyle resources from Singapore's Health Promotion Board.
Participants will be randomly allocated to groups 1 or 2 (LvL UP or comparison) following a 2:1 ratio favoring the LvL UP group. At week 4 (decision point), participants from the LvL UP group will be classified as responders or non-responders based on pre-specified criteria. Non-responder participants will be re-randomized with equal probability (1:1) to one of the two second-line conditions: (i) continuing with the initial intervention (LvL UP) or (ii) additional MI support sessions (LvL UP + MI). Response / non-response categorization will involve assessing preliminary intervention effects (positive change in one of the following: physical activity, diet or mental well-being) as well as satisfaction with the intervention (net promoter score).
Participants will also take part in a process evaluation informed by the UK Medical Research Council's guidelines (Moore et al., 2015) to explore implementation (process, fidelity, dose, adaptations, reach), mechanisms of action (participant experience and response to intervention, mediators, unexpected pathways and consequences), and contextual factors that may affect implementation and intervention outcomes. Methods will entail qualitative and quantitative approaches, including surveys, interviews, web-based and app-based analytic data, and direct observation. In addition, other measures have been added to the research protocol to address the following exploratory aims: (i) explore time-varying and baseline moderators on intervention outcomes (e.g., sociodemographic variables, personality), (ii) identify the most cost-effective intervention condition from the societal perspective (e.g., self-reported sickness absence), and (iii) investigate which LvL UP app and smartphone sensor data (e.g., usage patterns, location) might be effective in predicting participant's engagement, state of receptivity to LvL UP notifications, or state of vulnerability (mental health conditions). All measures are described in the outcomes section.
To formalize the sample size calculations for the pilot study, the precision-based approach by Yan et al. (2020) was used to ensure the estimated outcomes for LvL UP and LvL UP + MI are controlled within a certain precision (i.e., the margin of error as a proportion of the outcome's standard deviation). Assuming a 50% responder rate, a two-tailed Type I error of 5% and a precision of 30%, a total of 97 participants will be required. Taking an 82% retention estimate for digital health interventions lasting ≤8 weeks (Jabir et al., 2023) and rounding up the number, 120 participants will be recruited. Therefore, 40 and 80 participants will be randomly assigned to the comparison condition (group 2) and LvL UP (group 1), respectively. In addition, an estimated 40 participants from group intervention will be re-randomized to continue with LvL UP or have LvL UP + MI. Considering participants assigned to group 1 are asked to nominate a LvL UP Buddy, which will be part of the process evaluation of the trial and thus technically considered participants, the total estimated sample size is 200 (120 trial participants and 60 LvL UP Buddies).
Conditions
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Study Design
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RANDOMIZED
SEQUENTIAL
PREVENTION
DOUBLE
Study Groups
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LvL UP
Downloading and using the LvL UP app
LvL UP
The LvL UP app includes four lifestyle intervention components centred around three core pillars, Move More (physical activity), Eat Well (healthy nutrition), and Stress Less (mental well-being), as follows: (i) conversational agent-delivered health literacy coaching sessions, (ii) daily "Life Hacks" (healthy habit suggestions), (iii) therapeutic Tools including step-based activity tracker, food diary, and journal and (iv) gamified slow-paced breathing training (Breeze). These components are delivered using an innovative engagement approach that combines storytelling, MI, feedback on progress, just-in-time adaptive notifications and gamification.
As part of the LvL UP app onboarding, participants are asked to nominate a 'LvL UP Buddy' (e.g., a friend, family member, or spouse) to provide additional support. Buddies are expected to complete different tasks, such as sending messages of encouragement or engaging in intervention-related activities together with the participant.
LvL UP + MI
Downloading and using the LvL UP app + taking part in motivational interviewing support sessions
LvL UP + MI
After 4 weeks, participants categorized as non-responders from the LvL UP group will be re-randomized into second-stage conditions: (i) continuing with the initial intervention (LvL UP) or (ii) additional human-delivered motivational interviewing (MI) support sessions (LvL UP + MI). The MI-informed sessions for non-responders will consist of four sessions delivered via WhatsApp, lasting between 30 and 40 minutes. The content of support will include various MI-based strategies such as use of ask-offer-ask framework and strategic use of communication skills (open-ended questions, reflections, affirmations and summaries) as per four MI processes:
* Engaging (foster collaboration and trust the research staff-user relationship)
* Focusing (conversation to focus on lifestyle changes)
* Evoking (elicit and strengthen participants' motivation towards lifestyle changes), and
* Planning (when the participant is ready, commitment to a change plan aimed at adopting a healthy lifestyle).
Comparison
Receiving healthy lifestyle and mental well-being resources from Singapore's Health Promotion Board
Comparison
Participants randomised to the comparison condition will receive a study pack including physical activity, diet and mental well-being content extracted from existing Health Promotion Board (HPB) resources. Established in 2001, the HPB (https://hpb.gov.sg/) is a government organisation under the Ministry of Health committed to promoting healthy living in Singapore. HPB's organises health promotion and disease prevention programmes covering various health domains. HPB-developed resources were selected as the comparator because they are the 'go-to', nation-wide health resources in Singapore which cover LvL UP's domains.
Interventions
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LvL UP
The LvL UP app includes four lifestyle intervention components centred around three core pillars, Move More (physical activity), Eat Well (healthy nutrition), and Stress Less (mental well-being), as follows: (i) conversational agent-delivered health literacy coaching sessions, (ii) daily "Life Hacks" (healthy habit suggestions), (iii) therapeutic Tools including step-based activity tracker, food diary, and journal and (iv) gamified slow-paced breathing training (Breeze). These components are delivered using an innovative engagement approach that combines storytelling, MI, feedback on progress, just-in-time adaptive notifications and gamification.
As part of the LvL UP app onboarding, participants are asked to nominate a 'LvL UP Buddy' (e.g., a friend, family member, or spouse) to provide additional support. Buddies are expected to complete different tasks, such as sending messages of encouragement or engaging in intervention-related activities together with the participant.
LvL UP + MI
After 4 weeks, participants categorized as non-responders from the LvL UP group will be re-randomized into second-stage conditions: (i) continuing with the initial intervention (LvL UP) or (ii) additional human-delivered motivational interviewing (MI) support sessions (LvL UP + MI). The MI-informed sessions for non-responders will consist of four sessions delivered via WhatsApp, lasting between 30 and 40 minutes. The content of support will include various MI-based strategies such as use of ask-offer-ask framework and strategic use of communication skills (open-ended questions, reflections, affirmations and summaries) as per four MI processes:
* Engaging (foster collaboration and trust the research staff-user relationship)
* Focusing (conversation to focus on lifestyle changes)
* Evoking (elicit and strengthen participants' motivation towards lifestyle changes), and
* Planning (when the participant is ready, commitment to a change plan aimed at adopting a healthy lifestyle).
Comparison
Participants randomised to the comparison condition will receive a study pack including physical activity, diet and mental well-being content extracted from existing Health Promotion Board (HPB) resources. Established in 2001, the HPB (https://hpb.gov.sg/) is a government organisation under the Ministry of Health committed to promoting healthy living in Singapore. HPB's organises health promotion and disease prevention programmes covering various health domains. HPB-developed resources were selected as the comparator because they are the 'go-to', nation-wide health resources in Singapore which cover LvL UP's domains.
Eligibility Criteria
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Inclusion Criteria
* Singapore citizens or permanent residents,
* Planning to reside in Singapore for the duration of the study,
* Proficient in English (the LvL UP app is currently only available in English),
* Owners of a smartphone (minimum requirements: iOS version 12.4 and Android version 8) with internet access,
* Able to provide informed consent, and
* Identified as 'at risk' of developing NCDs and/or CMDs. To identify those 'at risk' of developing NCDs or CMDs, an eligibility survey will assess five different risk factors (physical inactivity, unhealthy diet, poor mental well-being, family history of health conditions, and being overweight or obese) and generate a composite risk factor score.
Exclusion Criteria
* Diagnosed with one of the following mental disorder: major depressive disorders (depression), bipolar, eating disorders, post-traumatic stress disorder, anxiety disorders, severe personality disorder, substance use disorders, or other mental health conditions diagnosed by a mental health professional,
* Pregnant,
* Currently taking medications prescribed for high blood pressure or high blood glucose, and
* Already participating in the study as a LvL UP Buddy.
21 Years
59 Years
ALL
Yes
Sponsors
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ETH Zurich
OTHER
National University of Singapore
OTHER
Nanyang Technological University
OTHER
Singapore ETH Centre
OTHER
Responsible Party
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Principal Investigators
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Falk Mueller-Riemenschneider, Professor
Role: PRINCIPAL_INVESTIGATOR
National University of Singapore
Tobias Kowatsch, Professor
Role: PRINCIPAL_INVESTIGATOR
ETH Zurich
Konstantina Griva, Professor
Role: PRINCIPAL_INVESTIGATOR
Nanyang Technological University
Locations
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Saw Swee Hock School of Public Health
Singapore, , Singapore
Singapore ETH Center
Singapore, , Singapore
Countries
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References
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Castro O, Mair JL, Salamanca-Sanabria A, Alattas A, Keller R, Zheng S, Jabir A, Lin X, Frese BF, Lim CS, Santhanam P, van Dam RM, Car J, Lee J, Tai ES, Fleisch E, von Wangenheim F, Tudor Car L, Muller-Riemenschneider F, Kowatsch T. Development of "LvL UP 1.0": a smartphone-based, conversational agent-delivered holistic lifestyle intervention for the prevention of non-communicable diseases and common mental disorders. Front Digit Health. 2023 May 10;5:1039171. doi: 10.3389/fdgth.2023.1039171. eCollection 2023.
Jabir AI, Lin X, Martinengo L, Sharp G, Theng YL, Tudor Car L. Attrition in Conversational Agent-Delivered Mental Health Interventions: Systematic Review and Meta-Analysis. J Med Internet Res. 2024 Feb 27;26:e48168. doi: 10.2196/48168.
Moore GF, Audrey S, Barker M, Bond L, Bonell C, Hardeman W, Moore L, O'Cathain A, Tinati T, Wight D, Baird J. Process evaluation of complex interventions: Medical Research Council guidance. BMJ. 2015 Mar 19;350:h1258. doi: 10.1136/bmj.h1258.
Yan X, Ghosh P, Chakraborty B. Sample size calculation based on precision for pilot sequential multiple assignment randomized trial (SMART). Biom J. 2021 Feb;63(2):247-271. doi: 10.1002/bimj.201900364. Epub 2020 Jun 11.
Castro O, Mair JL, Zheng S, Tan SYX, Jabir AI, Yan X, Chakraborty B, Tai ES, van Dam RM, von Wangenheim F, Fleisch E, Griva K, Kowatsch T, Muller-Riemenschneider F. The LvL UP trial: Protocol for a sequential, multiple assignment, randomised controlled trial to assess the effectiveness of a blended mobile lifestyle intervention. Contemp Clin Trials. 2025 Mar;150:107833. doi: 10.1016/j.cct.2025.107833. Epub 2025 Feb 1.
Other Identifiers
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LvL UP
Identifier Type: -
Identifier Source: org_study_id
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