Trial reportJournal of the Academy of Nutrition and Dietetics2021
Introducing Dietary Self-Monitoring to Undergraduate Women via a Calorie Counting App Has No Effect on Mental Health or Health Behaviors: Results From a Randomized Controlled Trial.
Trial report in Journal of the Academy of Nutrition and Dietetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 7 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 7 syntheses or guidelines pooled it, 39 citations in OpenAlex.
- A systematic search and review focusing on the influence of health-tracking technologies on eating habits and attitudes.Journal of health psychology · 2026Pooled it
- Effect of Digital Health Interventions on College Students' Lifestyle Behaviors: Systematic Review.Journal of medical Internet research · 2026Pooled it
- Associations Between the Use of Fitness and Diet Tracking Technology and Disordered Eating Behaviour: A Systematic Review.European eating disorders review : the journal of the Eating Disorders Association · 2025Pooled it
- Enhancing Postsecondary Students' Dietary Behaviours: A Systematic Review of Mobile Health Interventions.Journal of human nutrition and dietetics : the official journal of the British Dietetic Association · 2025Pooled it
- The effectiveness of mobile app-based interventions in facilitating behaviour change towards healthier and more sustainable diets: a systematic review and meta-analysis.The international journal of behavioral nutrition and physical activity · 2025Pooled it
- Health behaviour interventions to improve mental health outcomes for students in the university setting: a systematic review of randomised controlled trials.The international journal of behavioral nutrition and physical activity · 2025Pooled it
- Effectiveness of mHealth interventions targeting physical activity, sedentary behaviour, sleep or nutrition on emotional, behavioural and eating disorders in adolescents: a systematic review and meta-analysis.Frontiers in digital health · 2025Pooled it
- Barriers and facilitators to dietary change while aiming to reduce free sugar intakes: framework analysis based on intervention, time for change, and success at 12 weeks.Journal of nutritional science · 2026Trial
- Impacts of dietary self-monitoring via MyFitnessPal to undergraduate women: A qualitative study.Body image · 2021Trial
- Calorie-Counting Apps for Monitoring and Managing Calorie Intake in Adults Living With Weight-Related Chronic Diseases: Decade-Long Scoping Review (2013-2024).JMIR mHealth and uHealth · 2026Article
- Privacy Policy Compliance of Mobile Sports and Health Apps in China: Scale Development, Data Analysis, and Prospects for Regulatory Reform.JMIR mHealth and uHealth · 2026Article
- Participant food tracking in psychiatric ketogenic metabolic therapy: an unresolved clinical, psychosocial, and implementation question.Frontiers in nutrition · 2026Review
- Digital public health interventions for the promotion of mental well-being and health behaviors among university students: a rapid review.BMC public health · 2025Review
- Emerging Adults Report Internal, External, and Social/Environmental Motivations for Weight-Related Self-Monitoring Application Use.Journal of nutrition education and behavior · 2025Article
- Differences in Self-Monitoring Technology Use and Perceptions Between National Weight Control Registry Participants Maintaining and Regaining Weight.Journal of technology in behavioral science · 2025Article
- A mixed-methods longitudinal examination of weight-related self-monitoring and disordered eating among a population-based sample of emerging adults.Journal of eating disorders · 2024Article
- Social media use and weight bias internalization: association moderated by age and weight perception.Journal of eating disorders · 2024Article
- Digital Dietary Behaviors in Individuals With Depression: Real-World Behavioral Observation.JMIR public health and surveillance · 2024Article
- Mobile Food Tracking Apps: Do They Provoke Disordered Eating Behavior? Results of a Longitudinal Study.Psychology in Russia : state of the art · 2024Article
- A pilot study of a modification EAT-26 questionnaire for screening pathological eating behavior in competitive athletes.Frontiers in psychology · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundStrong positive relationships between dietary self-monitoring and eating disorder risk are seen in population-based, observational studies. However, current evidence cannot establish causality. Furthermore, little is known about other mental and behavioral health consequences of dietary self-monitoring among college women, a population vulnerable to eating disorders.
objectiveTo determine if introducing dietary self-monitoring via a popular smartphone app to undergraduate women impacts eating disorder risk, other aspects of mental health, or health behaviors including dietary intake and physical activity.
designRandomized controlled trial. PARTICIPANTS/
settingUndergraduate women who had not engaged in dietary self-monitoring in the past year and who were at low-risk for an eating disorder participated between May and October 2019 (n = 200).
interventionParticipants were randomly assigned to engage in dietary self-monitoring via MyFitnessPal for approximately 1 month or to receive no intervention.
main outcome measuresSelf-report data on eating disorder risk, other mental health outcomes, and health behaviors were collected at baseline and post-intervention. STATISTICAL ANALYSES PERFORMED: Linear and logistic regressions were utilized to test hypotheses.
resultsAdherence to the intervention was high, with participants recording their dietary intake via MyFitnessPal on average 89.1% of days between baseline and post-intervention. Assignment to the intervention was not associated with changes in eating disorder risk, anxiety, depressive symptoms, body satisfaction, quality of life, nutritional intake, physical activity, screen time, or other forms of weight-related self-monitoring (all P > .05).
conclusionsAmong dietary self-monitoring naive undergraduate women with low-risk of an eating disorder, dietary self-monitoring via MyFitnessPal for 1 month did not increase eating disorder risk, impact other aspects of mental health, or alter health behaviors including dietary intake. The null results in our study may be due to the selection of a low-risk sample; future research should explore whether there are populations for whom dietary self-monitoring is contraindicated.
Indexed as
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.