ReviewThe journal of pediatric pharmacology and therapeutics : JPPT : the official journal of PPAG
Developing a Theoretical Framework for Evaluating the Quality of mHealth Apps for Adolescent Users: A Systematic Review.
Review in The journal of pediatric pharmacology and therapeutics : JPPT : the official journal of PPAG. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05912439 (Smartphone Based Health Behaviour Intervention for Adolescents; Usage and Daily Attrition Rates.), which is not on this map. Cited by 32 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Smartphone Based Health Behaviour Intervention for Adolescents; Usage and Daily Attrition Rates.
Who cites it
32 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- The Use of Noncommercial Parent-Focused mHealth Interventions for Behavioral Problems in Youth: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Applying technology to promote sexual and reproductive health and prevent gender based violence for adolescents in low and middle-income countries: digital health strategies synthesis from an umbrella review.BMC health services research · 2022Pooled it
- A mobile healthy lifestyle intervention to promote mental health in adolescence: a mixed-methods evaluation.BMC public health · 2024Trial
- Usage and Daily Attrition of a Smartphone-Based Health Behavior Intervention: Randomized Controlled Trial.JMIR mHealth and uHealth · 2023Trial
- Remote Longitudinal Tracking of Sleep, Depression, and Cognition Across Early Adolescence: Protocol for a Longitudinal Observational Study.JMIR research protocols · 2026Article
- T1D REACHOUT-A Mobile App to Deliver Peer-Led Mental Health Support to Adults Living With Type 1 Diabetes: Co-Design and Development Process.JMIR diabetes · 2026Article
- A Mobile Phone App to Support Self-Management and Transition to Adult Health Services in Young People With a Chronic Illness: Single-Arm Pilot Intervention Study.JMIR pediatrics and parenting · 2025Article
- Adolescent Engagement With a Multicomponent mHealth Tool: Identifying Usage Patterns, Determinants, and Health Behavior Change in an Intervention Trial.JMIR mHealth and uHealth · 2025Article
- Article
- Mobile Apps for the Personal Safety of At-Risk Children and Youth: Scoping Review.JMIR mHealth and uHealth · 2024Article
- The WeThrive App and Its Impact on Adolescents Who Menstruate: Qualitative Study.JMIR formative research · 2024Article
- Sociodemographic Characteristics and Digital Behaviors Associated with the Use of Fitness and Diet Apps Among Adolescents.Journal of research in health sciences · 2024Article
- "I'm Staring at the Screen All the Time": Technology Use and Mindfulness in Adolescents with Type 1 Diabetes.Comprehensive child and adolescent nursing · 2024Article
- Integrating digital and interactive approaches in adolescent health literacy: a comprehensive review.Frontiers in public health · 2024Review
- Assessing the Quality and Impact of eHealth Tools: Systematic Literature Review and Narrative Synthesis.JMIR human factors · 2023Review
- Ethical considerations for developing pediatric mhealth interventions for teens with socially complex needs.Journal of child and adolescent psychiatric nursing : official publication of the Association of Child and Adolescent Psychiatric Nurses, Inc · 2023Review
- Usability Testing an mHealth Program with Tailored Motivational Messages for Early Adolescents.Nutrients · 2023Article
- Mixed-methods study of development and design needs for CommitFit, an adolescent mHealth App.mHealth · 2023Article
- Article
- Appropriate Use and Operationalization of Adherence to Digital Cognitive Behavioral Therapy for Depression and Anxiety in Youth: Systematic Review.JMIR mental health · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo assess adolescents' preferred mobile app features and to propose a framework for evaluating health-related mobile apps for adolescents.
methodsPubMed, CINAHL, PsycINFO, ERIC, HealthIT.gov, and ClinicalTrials.gov were systematically searched in August 2017. Studies pertaining to app development, feasibility, or usability that reported preferred app features and rating criteria on mHealth (mobile health) apps intended for adolescents were included. Quality assessment was performed using the Mixed Methods Appraisal Tool. Qualitative synthesis was performed to develop themes reflecting best practices for evaluating the quality of mHealth apps for adolescents. Using a grounded theory approach, we constructed a theoretical framework of rating criteria that can be used to inform development of an evaluation tool for mHealth apps targeted to adolescents.
resultsThirteen articles were included. Most commonly preferred features include ability to track test results or self-management progress, connect to social media, and gain points or prizes through app gamification. Common rating criteria include degree of app customizability, ease of use, visual appeal, and interactivity. Five emerging dimensions were used in the theoretical framework: Technical Quality; Engagement; Support System; Autonomy; and Safety, Privacy, and Trust.
conclusionsWe found that adolescents prefer mHealth apps that are customizable, offer peer support through social media, sustain engagement via gamification, and support the ability to visualize health trends via simplified graphs. Findings may help in the development of mHealth apps that are preferred by adolescents, as well as the development of a quality evaluation tool for mHealth apps targeted to this population.
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Identifiers
What OpenQuestion holds
Registered trials
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.