Research graph
References from Factors Influencing Adherence to Digital Lifestyle Interventions for Adolescents: Systematic Review and Meta-Analysis of Attrition. Local targets link to admitted publications; unresolved targets remain external evidence.
The effectiveness of web-based interventions to promote health behaviour change in adolescents: a systematic review
10.3390/nu14061258 · External reference
A systematic review of digital interventions for improving the diet and physical activity behaviors of adolescents
10.1016/j.jadohealth.2017.05.024 · External reference
Effectiveness of school-based eHealth interventions to prevent multiple lifestyle risk behaviours among adolescents: a systematic review and meta-analysis
10.1016/s2589-7500(19)30088-3 · External reference
Strategies to engage adolescents in digital health interventions for obesity prevention and management
10.3390/healthcare6030070 · External reference
Factors influencing adherence to mHealth apps for prevention or management of noncommunicable diseases: systematic review
10.2196/35371 · External reference
Adherence to digital health interventions: definitions, methods, and open questions
10.1007/s00103-021-03415-9 · External reference
Conceptualising engagement with digital behaviour change interventions: a systematic review using principles from critical interpretive synthesis
10.1007/s13142-016-0453-1 · External reference
Measuring engagement in eHealth and mHealth behavior change interventions: viewpoint of methodologies
10.2196/jmir.9397 · External reference
Understanding and promoting effective engagement with digital behavior change interventions
10.1016/j.amepre.2016.06.015 · External reference
Personalization strategies in digital mental health interventions: a systematic review and conceptual framework for depressive symptoms
10.3389/fdgth.2023.1170002 · External reference
Using social media to promote life skills among adolescents: a debate on opportunities, challenges, and implications for health and education
10.1007/s10935-025-00826-1 · External reference
The impact of digital technology, social media, and artificial intelligence on cognitive functions: a review
10.3389/fcogn.2023.1203077 · External reference
Systematic review of digital interventions to support refusal self-efficacy in child and adolescent health promotion
10.1093/heapro/daac085 · External reference
The association between family socio-demographic factors, parental mediation and adolescents’ digital literacy: a cross-sectional study
10.1186/s12889-024-20284-4 · External reference
Applying models of self-regulated learning to understand engagement with digital health interventions: a narrative review
10.3389/fdgth.2025.1380088 · External reference
Unresolved reference
External reference
Digital interventions for universal health promotion in children and adolescents: a systematic review
10.1542/peds.2021-053852h · External reference
Factors influencing user’s adherence to physical activity applications: a scoping literature review and future directions
10.1016/j.ijmedinf.2019.104039 · External reference
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews
10.1136/bmj.n71 · External reference
Feasibility and performance test of a real-time sensor-informed context-sensitive ecological momentary assessment to capture physical activity
10.2196/jmir.5398 · External reference
A digitally enhanced home-based physical activity intervention for high-risk middle school youth during COVID-19
10.1093/tbm/ibab151 · External reference
Efficacy of online multi-player versus single-player exergames on adherence behaviors among children: a nonrandomized control trial
10.1093/abm/kax061 · External reference
A wearable activity tracker intervention for promoting physical activity in adolescents with juvenile idiopathic arthritis: a pilot study
10.1186/s12969-018-0282-5 · External reference
SKIP (Supporting Kids with diabetes In Physical activity): feasibility of a randomised controlled trial of a digital intervention for 9-12 year olds with type 1 diabetes mellitus
10.1186/s12889-019-6697-1 · External reference
Feasibility of a theory-informed mobile app for changing physical activity in youth with multiple sclerosis
10.1016/j.msard.2021.103467 · External reference
Apps for IMproving FITness and increasing physical activity among young people: the AIMFIT pragmatic randomized controlled trial
10.2196/jmir.4568 · External reference
A digital educational intervention with wearable activity trackers to support health behaviors among childhood cancer survivors: pilot feasibility and acceptability study
10.2196/38367 · External reference
Translatability of a wearable technology intervention to increase adolescent physical activity: mixed methods implementation evaluation
10.2196/13573 · External reference
Web-based physical activity intervention for Latina adolescents: feasibility, acceptability, and potential efficacy of the Niñas Saludables study
10.2196/jmir.9206 · External reference
Adaptive mHealth intervention for adolescent physical activity promotion
10.1093/jpepsy/jsaa125 · External reference
Lessons learned through the implementation of an eHealth physical activity gaming intervention with high school youth
10.1089/g4h.2017.0164 · External reference
Factors influencing adherence to an app-based exercise program in adolescents with painful hyperkyphosis
10.1186/s13013-018-0159-x · External reference
Effects of the augmented reality game Pokémon GO on fitness and fatness in secondary school students
10.1177/00178969211047800 · External reference
Using a mobile health app in a weight management program for overweight and obese adolescents and young adults with spina bifida
10.1080/10790268.2023.2231675 · External reference
Do individual characteristics and social support increase children’s use of an mHealth intervention? Findings from the evaluation of a behavior change mHealth app, Aim2Be
10.1089/chi.2022.0055 · External reference
Does parental and adolescent participation in an e-health lifestyle modification intervention improves weight outcomes?
10.1186/s12889-017-4220-0 · External reference
Randomized, controlled trial of an internet-facilitated intervention for reducing binge eating and overweight in adolescents
10.1542/peds.2007-1173 · External reference
Electronic therapeutic contact for adolescent weight management: the Loozit study
10.1089/tmj.2009.0180 · External reference
An addiction-based digital weight loss intervention: a multi-centre randomized controlled trial
10.1111/ijpo.12990 · External reference
Implementation of a school-based internet obesity prevention program for adolescents
10.1016/j.jneb.2013.03.012 · External reference
Mediators of weight loss in a family‐based intervention presented over the internet
10.1038/oby.2004.132 · External reference
Use of a mobile lifestyle intervention app as an early intervention for adolescents with obesity: single-cohort study
10.2196/20520 · External reference
Development and implementation of a smartphone application to promote physical activity and reduce screen-time in adolescent boys
10.3389/fpubh.2014.00042 · External reference
Individual and household predictors of adolescents’ adherence to a web-based intervention
10.1007/s12160-014-9658-z · External reference
Unresolved reference
External reference
Effects of a novel mobile health intervention compared to a multi-component behaviour changing program on body mass index, physical capacities and stress parameters in adolescents with obesity: a randomized controlled trial
10.1186/s12887-021-02781-2 · External reference
Enhancement of care through self-monitoring and tailored feedback via text messaging and their use in the treatment of childhood overweight
10.1016/j.pec.2010.03.014 · External reference
Adherence and barriers in e-health self-control training for enhancing childhood multidisciplinary obesity treatment
10.1002/cpp.2405 · External reference
Text Message Intervention (TEACH) improves quality of life and patient activation in celiac disease: a randomized clinical trial
10.1016/j.jpeds.2017.02.062 · External reference
Feasibility and impact study of a reward-based mobile application to improve adolescents’ snacking habits
10.1017/s1368980018000678 · External reference
Unresolved reference
External reference
Development and functionality of a handheld computer program to improve fruit and vegetable intake among low-income youth
10.1093/her/cys099 · External reference
The Green Eating Project: web-based intervention to promote environmentally conscious eating behaviours in US university students
10.1017/s1368980015002396 · External reference
Acceptability and feasibility of a gamified digital eating disorder early-intervention program (AcceptME) based on Acceptance and Commitment Therapy (ACT)
10.1016/j.jcbs.2022.06.001 · External reference
Technology-based smoking cessation for youth exiting foster care: a pilot randomized trial
10.1080/15548732.2022.2155754 · External reference
Dropout, response, and abstinence outcomes of a national text-messaging smoking cessation intervention for teens, SmokeFreeTeen
10.1093/tbm/ibaa069 · External reference
Randomized trials on consider this, a tailored, internet-delivered smoking prevention program for adolescents
10.1177/1090198106288982 · External reference
Efficacy of a web- and text messaging-based intervention to reduce problem drinking in adolescents: results of a cluster-randomized controlled trial
10.1037/ccp0000138 · External reference
A web-based, computer-tailored intervention to reduce alcohol consumption and binge drinking among Spanish adolescents: cluster randomized controlled trial
10.2196/15438 · External reference
Effects of a web-based computer-tailored game to reduce binge drinking among Dutch adolescents: a cluster randomized controlled trial
10.2196/jmir.4708 · External reference
A look at engagement profiles and behavior change: a profile analysis examining engagement with the Aim2Be lifestyle behavior modification app for teens and their families
10.1016/j.pmedr.2021.101565 · External reference
Nonusage attrition of adolescents in an mHealth promotion intervention and the role of socioeconomic status: secondary analysis of a 2-arm cluster-controlled trial
10.2196/36404 · External reference
Lessons from participation in a web-based substance use preventive program in Uruguay
10.1080/1067828x.2012.748600 · External reference
The promise of wearable sensors and ecological momentary assessment measures for dynamical systems modeling in adolescents: a feasibility and acceptability study
10.1007/s13142-016-0442-4 · External reference
Mila Blooms: a mobile phone application and behavioral intervention for promoting physical activity and a healthy diet among adolescent survivors of childhood cancer
10.1089/g4h.2019.0060 · External reference
Using a website to build community and enhance outcomes in a group, multi-component intervention promoting healthy diet and exercise in adolescents
10.1093/jpepsy/jsn126 · External reference
Weight-dependent disparities in adolescent girls: the impact of a brief pilot intervention on exercise and healthy eater identity
10.3390/ijerph15071411 · External reference
Use of a Web-based component of a nutrition and physical activity behavioral intervention with Girl Scouts
10.1016/j.jada.2005.06.027 · External reference
A mobile phone-based life-skills training program for substance use prevention among adolescents: cluster-randomized controlled trial
10.2196/26951 · External reference
Longer-term efficacy of a digital life-skills training for substance use prevention
10.1016/j.amepre.2022.06.017 · External reference
An online drug abuse prevention program for adolescent girls: posttest and 1-year outcomes
10.1007/s10964-017-0714-4 · External reference
Engagement within a mobile phone–based smoking cessation intervention for adolescents and its association with participant characteristics and outcomes
10.2196/jmir.7928 · External reference
A theory-based online health behaviour intervention for new university students (U@Uni:LifeGuide): results from a repeat randomized controlled trial
10.1186/s13063-015-1092-4 · External reference
Usage and daily attrition of a smartphone-based health behavior intervention: randomized controlled trial
10.2196/45414 · External reference
A theory-based online health behaviour intervention for new university students (U@Uni): results from a randomised controlled trial
10.1186/1471-2458-14-563 · External reference
Evaluation of a serious self-regulation game intervention for overweight-related behaviors (“Balance It”): a pilot study
10.2196/jmir.4964 · External reference
Effectiveness of a nurse-led, mHealth-based cardiac rehabilitation program on cardiorespiratory fitness and physical activity in youth with congenital heart disease: a randomized controlled trial
10.1016/j.ijnurstu.2026.105370 · External reference
Enhancing youth mental health through virtual lifestyle behavior change support: a pilot feasibility trial
10.3390/children13020163 · External reference
Evaluating the usability of Diactive-1: mHealth for personalized exercise and education in children and adolescents with type 1 diabetes
10.21037/mhealth-24-63 · External reference
m-Health-based exercise program among children and adolescents with chronic kidney disease: a feasibility study
10.1007/s00467-026-07155-3 · External reference
The effect of a 12-week tele-exercise using immersive virtual reality on functional capacity in adolescents with cystic fibrosis: a randomized controlled, single (assessor) - blind study
10.1016/j.rmed.2025.108362 · External reference
Effectiveness and feasibility of family and peer challenge intervention with wearable technology on physical activity among middle schoolers in Utah: a pilot trial
10.1016/j.pmedr.2025.103095 · External reference
Use of activity trackers to improve blood pressure in young people at risk for cardiovascular disease: a pilot randomized controlled trial
10.1007/s00467-024-06340-6 · External reference
Feasibility and acceptability of a parent–child intervention to improve STEP count in childhood cancer survivors exposed to cardiotoxic therapy: the STEP UP for FAMILIES study
10.1002/pbc.31320 · External reference
A mobile app-based intervention improves anthropometry, body composition and fitness, regardless of previous active-inactive status: a randomized controlled trial
10.3389/fpubh.2024.1380621 · External reference
Exercise-related self-perception, physical activity and intention to in-person and virtual activities among adolescent girls
10.1016/j.smhs.2024.03.007 · External reference
Feasibility of using an artificial intelligence-based telephone application for dietary assessment and nudging to improve the quality of food choices of female adolescents in Vietnam: evidence from a randomized pilot study
10.1016/j.cdnut.2023.102063 · External reference
SmartAPPetite For Youth: pilot and feasibility study of an adolescent smartphone nutrition intervention
10.1186/s40814-026-01767-0 · External reference
The feasibility and acceptability of a rewards system based on food purchasing behaviour in secondary school cashless canteens: the Eat4Treats (E4T) cluster feasibility, non-randomised, controlled intervention study
10.1186/s40814-023-01436-6 · External reference
A multilevel intervention in pediatric primary care for youth tobacco control: outcomes of implementing an Ask, Advise, and Connect model
10.1093/tbm/ibae002 · External reference
Text-message outreach to connect adolescents and young adults to nicotine treatment: a pilot study in pediatric primary care
10.1016/j.acap.2026.103318 · External reference
Social media support groups for youth nicotine vaping cessation: an RCT
10.1016/j.amepre.2026.108314 · External reference
Feasibility and engagement of a peer-driven mobile intervention for adolescent e-cigarette cessation: cluster randomized pilot study
10.2196/79667 · External reference
A vaping cessation text message program for adolescent e-cigarette users: a randomized clinical trial
10.1001/jama.2024.11057 · External reference
Usability evaluation of Alerta Alcohol 2.0: an eHealth game to prevent adolescent alcohol consumption
10.1093/pubmed/fdag022 · External reference
Effectiveness of a web-based individual coping and alcohol intervention program for children of parents with alcohol use problems: randomized controlled trial
10.2196/52118 · External reference
Parent and teen engagement in Smart Choices 4 Teens to address teen alcohol use and relationships
10.1007/s10826-025-03074-3 · External reference
Digital therapeutics and gamified mobile applications for behavioral modification in pediatric hypertension
10.5281/zenodo.18626596 · External reference
Mobile health-based health literacy weight management intervention using smart devices for adolescents: a convergent mixed-methods pilot study
10.1111/nhs.13172 · External reference
An image-recognition dietary assessment app for adolescents with obesity: pilot randomized controlled trial
10.2196/58682 · External reference
Effect of a mobile phone application for dietary self-monitoring on obesity in adolescents: a pilot randomized controlled trial
10.1038/s41430-025-01676-0 · External reference
Feasibility and effectiveness of a social network-based intervention for adolescents undergoing weight loss treatment: a randomized controlled trial
10.3390/nu17162586 · External reference
The Health4Life e-health intervention for modifying lifestyle risk behaviours of adolescents: secondary outcomes of a cluster randomised controlled trial
10.5694/mja2.52279 · External reference
Caregiver inclusion influence on adolescent acceptance and engagement of an mHealth app, a randomized controlled trial
10.21037/mhealth-24-97 · External reference
An SMS chatbot digital educational program to increase healthy eating behaviors in adolescence: a multifactorial randomized controlled trial among 7,890 participants in the Danish National Birth Cohort
10.1371/journal.pmed.1004383 · External reference
Effects of 10 weeks of walking with mobile step-tracking apps on body composition, fitness, and psychological state in adolescents who are overweight and obese: randomized controlled trial
10.2196/55243 · External reference
How can we better engage female athletes? A novel approach to health and performance education in adolescent athletes
10.1136/bmjsem-2024-001901 · External reference
Assessment of step tracker mobile applications for the promotion of physical activity by adolescents based on their weight status
10.1155/2024/8038334 · External reference
Effectiveness of a mobile phone-delivered multiple health behavior change intervention (LIFE4YOUth) in adolescents: randomized controlled trial
10.2196/69425 · External reference
Process evaluation of the digital Health4Life intervention among a sample of disadvantaged adolescents and teachers
10.1093/heapro/daae170 · External reference
On tests of the overall treatment effect in meta-analysis with normally distributed responses
10.1002/sim.791 · External reference
Meta-analysis of proportions using generalized linear mixed models
10.1097/ede.0000000000001232 · External reference
Random effects meta-analysis of event outcome in the framework of the generalized linear mixed model with applications in sparse data
10.1002/sim.4040 · External reference
Three-level meta-analysis of dependent effect sizes
10.3758/s13428-012-0261-6 · External reference
Bias in meta-analysis detected by a simple, graphical test
10.1136/bmj.315.7109.629 · External reference
Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline
10.1136/bmj.l6890 · External reference
Unresolved reference
External reference
Conducting meta-analyses in R with the metafor package
10.18637/jss.v036.i03 · External reference
Randomized web-based physical activity intervention in adolescent survivors of childhood cancer
10.1200/jco.2018.36.7_suppl.102 · External reference
Fit for Life Boy Scout badge: outcome evaluation of a troop and Internet intervention
10.1016/j.ypmed.2005.12.010 · External reference
Effects of eHealth physical activity encouragement in adolescents with complex congenital heart disease: the PReVaiL randomized clinical trial
10.1016/j.ijcard.2016.07.092 · External reference
Evaluation of an Internet-short message service-based intervention for promoting physical activity in Hong Kong Chinese adolescent school children: a pilot study
10.1089/cyber.2012.0161 · External reference
Promoting physical activity in children with juvenile idiopathic arthritis through an internet‐based program: results of a pilot randomized controlled trial
10.1002/acr.20085 · External reference
E-Health exercise intervention for pediatric patients with congenital heart disease: a randomized controlled trial
10.1016/j.jpeds.2021.01.058 · External reference
Accelerometers and Internet for physical activity promotion in youth? Feasibility and effectiveness of a minimal intervention [ISRCTN93896459]
10.1016/j.ypmed.2010.03.015 · External reference
Texting your way to healthier eating? Effects of participating in a feedback intervention using text messaging on adolescents’ fruit and vegetable intake
10.1093/her/cyv104 · External reference
Reduction of overweight and eating disorder symptoms via the internet in adolescents: a randomized controlled trial
10.1016/j.jadohealth.2008.01.011 · External reference
Effectiveness of mobile application on changing weight, healthy eating habits, and quality of life in children and adolescents with obesity: a randomized controlled trial
10.1186/s12887-021-02980-x · External reference
Executive functioning, depressive symptoms, and intervention engagement in a sample of adolescents enrolled in a weight management program
10.1089/chi.2020.0334 · External reference
An addiction model-based mobile health weight loss intervention in adolescents with obesity
10.1111/ijpo.12464 · External reference
The risk of smoking in relation to engagement with a school-based smoking intervention
10.1016/s0277-9536(02)00088-6 · External reference
Text message delivered peer network counseling for adolescent smokers: a randomized controlled trial
10.1007/s10935-016-0439-2 · External reference
The effects of framed messages for engaging adolescents with online smoking prevention interventions
10.1007/s13142-017-0481-5 · External reference
Computer-based smoking cessation interventions in adolescents: description, feasibility, and six-month follow-up findings
10.3109/10826089809056250 · External reference
Randomized clinical trial of an Internet-based versus brief office intervention for adolescent smoking cessation
10.1016/j.pec.2006.03.001 · External reference
Feasibility of a smartphone app with mindfulness training for adolescent smoking cessation: Craving to Quit (C2Q)-Teen
10.1007/s12671-019-01273-w · External reference
An internet quiz game intervention for adolescent alcohol drinking: a clustered RCT
10.1542/peds.2021-051005 · External reference
The 7-year effectiveness of school-based alcohol use prevention from adolescence to early adulthood: a randomized controlled trial of universal, selective, and combined interventions
10.1016/j.jaac.2021.10.023 · External reference
Longitudinal outcomes of an alcohol abuse prevention program for urban adolescents
10.1016/j.jadohealth.2009.11.208 · External reference
Measuring the effects on quality of life and alcohol consumption of a program to reduce binge drinking in Spanish adolescents
10.1016/j.drugalcdep.2019.107597 · External reference
The STRENGTH Ezine: an application of e-mail for health promotion in adolescent girls
10.4278/0890-1171-19.1.28 · External reference
“Creature-101”: a serious game to promote energy balance-related behaviors among middle school adolescents
10.1089/g4h.2013.0045 · External reference
Longitudinal outcomes of a smartphone application to prevent drug use among Hispanic youth
10.15288/jsad.2021.82.668 · External reference
Importance of training volume through the use of step trackers apps promoted from the subject of physical education to change body composition, physical fitness and physical activity in adolescents and the influence of gender
10.1016/j.physbeh.2023.114402 · External reference
Engagement with a mobile phone-based life skills intervention for adolescents and its association with participant characteristics and outcomes: tree-based analysis
10.2196/28638 · External reference
An internet obesity prevention program for adolescents
10.1016/j.jadohealth.2012.07.014 · External reference
A pilot randomized control trial testing a smartphone-delivered food attention retraining program in adolescent girls with overweight or obesity
10.3390/nu16203456 · External reference
A systematic review of the impact of adherence on the effectiveness of e-therapies
10.2196/jmir.1772 · External reference
Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being
10.1037/0003-066x.55.1.68 · External reference
Gamification for health and wellbeing: a systematic review of the literature
10.1016/j.invent.2016.10.002 · External reference
10.1145/2181037.2181040
10.1145/2181037.2181040 · External reference
Supportive accountability: a model for providing human support to enhance adherence to eHealth interventions
10.2196/jmir.1602 · External reference
Exploring blended group interventions for depression: randomised controlled feasibility study of a blended computer- and multimedia-supported psychoeducational group intervention for adults with depressive symptoms
10.1016/j.invent.2017.04.001 · External reference
Health promotion by social cognitive means
10.1177/1090198104263660 · External reference
Just-in-Time Adaptive Interventions (JITAIs) in mobile health: key components and design principles for ongoing health behavior support
10.1007/s12160-016-9830-8 · External reference
The law of attrition
10.2196/jmir.7.1.e11 · External reference
Predictors of adherence to a publicly available self-guided digital mental health intervention
10.1080/16506073.2024.2341807 · External reference
Is the uptake, engagement, and effectiveness of exclusively mobile interventions for the promotion of weight-related behaviors equal for all? A systematic review
10.1111/obr.13542 · External reference
Bridging the digital health divide: a narrative review of the causes, implications, and solutions for digital health inequalities
10.1080/21642850.2025.2493139 · External reference
Intrinsic motivations in health and fitness app engagement: a mediation model of entertainment
10.1177/20552076251326151 · External reference
Digital dietary interventions for healthy adolescents: a systematic review of behavior change techniques, engagement strategies, and adherence
10.1016/j.clnu.2025.01.012 · External reference
Usability and effectiveness of eHealth and mHealth interventions that support self-management and health care transition in adolescents and young adults with chronic disease: systematic review
10.2196/56556 · External reference
Barriers to and facilitators of user engagement with web-based mental health interventions in young people: a systematic review
10.1007/s00787-024-02386-x · External reference
Adolescents’ and youths’ perceived barriers and facilitators to engaging with digital mental health interventions for depression and anxiety: a scoping review
10.1016/j.invent.2025.100884 · External reference
RoB 2: a revised tool for assessing risk of bias in randomised trials
10.1136/bmj.l4898 · External reference
ROBINS-I: a tool for assessing risk of bias in non-randomised studies of interventions
10.1136/bmj.i4919 · External reference
Meta-analysis of individual participant data: rationale, conduct, and reporting
10.1136/bmj.c221 · External reference
