Evidence map›Paper›PMID 42784807›Full record

Trial reportJMIR mHealth and uHealth2026

Caregiver App Use and Child Behavioral Adherence in Relation to Obesity-Related Outcomes in an mHealth App-Assisted Childhood Obesity Intervention: Secondary Analysis of a Cluster Randomized Trial.

Shiyu Yan, Jinlang Lyu, Chunjie Yin, Wenhao Li, Yan Li, Hai-Jun Wang

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in JMIR mHealth and uHealth, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Shiyu YanClinical Research Center for Children's Health and Diseases, Shandong Provincial Maternal and Child Health Care Hospital Affiliated to Qingdao University, Jinan, China.ORCID http://orcid.org/0009-0003-4067-9652
Jinlang LyuDepartment of Maternal and Child Health, School of Public Health, Peking University, National Health Commission Key Laboratory of Reproductive Health, Peking University Health Science Center-Weifang Joint Research Center for Maternal and Child Health, Xueyuan road 38, Beijing, 312000, China, 86 13699145149.ORCID http://orcid.org/0000-0002-2053-403X
Chunjie YinDepartment of Maternal and Child Health, School of Public Health, Peking University, National Health Commission Key Laboratory of Reproductive Health, Peking University Health Science Center-Weifang Joint Research Center for Maternal and Child Health, Xueyuan road 38, Beijing, 312000, China, 86 13699145149.ORCID http://orcid.org/0009-0009-2486-2143
Wenhao LiInstitute of Child Health Care, Jinan Children's Hospital, Jinan, China.ORCID http://orcid.org/0009-0008-7895-3393
Yan Li *Clinical Research Center for Children's Health and Diseases, Shandong Provincial Maternal and Child Health Care Hospital Affiliated to Qingdao University, Jinan, China.ORCID http://orcid.org/0000-0003-2233-7061
Hai-Jun Wang *Department of Maternal and Child Health, School of Public Health, Peking University, National Health Commission Key Laboratory of Reproductive Health, Peking University Health Science Center-Weifang Joint Research Center for Maternal and Child Health, Xueyuan road 38, Beijing, 312000, China, 86 13699145149.ORCID http://orcid.org/0000-0003-0849-2903

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Childhood obesity remains a major public health challenge. Mobile health (mHealth) interventions offer a scalable approach to support behavior change, but their effectiveness may depend on participant adherence. While both caregiver and child adherence are important, few studies have jointly examined caregiver app-use adherence and child behavioral adherence within digital obesity interventions. Objective: This study aimed to evaluate the independent and joint associations of caregiver app-use adherence and child behavioral adherence with obesity-related outcomes in a school-based mHealth intervention. Methods: We conducted a secondary analysis of 684 child-caregiver dyads in the intervention arm of the diet, exercise, and cardiovascular health-children cluster-randomized trial, implemented across 3 socioeconomically diverse regions in China. Caregiver app-use adherence was measured using app-recorded app-use frequency and total usage duration. Child behavioral adherence was assessed through weekly behavior monitoring scores covering diet, screen time, and physical activity. Linear mixed models estimated associations between adherence levels and changes in anthropometric and physical fitness outcomes over 9 months. Results: Higher caregiver app-use frequency and duration were both significantly associated with reductions in children's obesity-related indicators, such as BMI (β=-0.19; Conclusions: In this secondary analysis of an mHealth app-assisted childhood obesity intervention, higher caregiver app-use adherence and child behavioral adherence were associated with more favorable changes in weight status and physical fitness. These findings underscore the importance of coengagement in digital health programs and highlight the potential of app-supported, family-engaged strategies for childhood obesity prevention.

Indexed as

CaregiversChild BehaviorMobile ApplicationsPediatric ObesityChildChinaCluster AnalysisFemaleHumansMaleTelemedicineadherencechildinterventionmobile healthobesity

Identifiers

PMID42784807
PMCPMC13608226

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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.