SynthesisThe international journal of behavioral nutrition and physical activity2023
Digital behaviour change interventions to increase vegetable intake in adults: a systematic review.
Synthesis in The international journal of behavioral nutrition and physical activity, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
22 citing papers in PubMed, 2 syntheses or guidelines pooled it, 29 citations in OpenAlex.
- Digital health interventions for promoting adults lifestyle behaviors: who is being left behind? An evidence synthesis of social inequality.The international journal of behavioral nutrition and physical activity · 2026Pooled it
- Digital Interventions Targeting Healthy and Sustainable Eating Behavior: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Trial
- Effectiveness of the Components of a Digital Multiple Health Behavior Change Intervention Among Individuals Seeking Help Online (Coach): Factorial Randomized Trial.Journal of medical Internet research · 2026Trial
- Feasibility of a co-designed and personalised intervention to improve vegetable intake in rural-dwelling young adults.The international journal of behavioral nutrition and physical activity · 2025Trial
- Trial
- Trial
- The Usage Effects, Effect Modifiers, and Experiences of a Web-Based App for Healthy Habit Formation in Adults: Exploratory Analysis of a Quasi-Experimental Real-World Intervention.JMIR mHealth and uHealth · 2026Article
- Motivational interviewing chatbot improves lifestyle in primary healthcare settings in a pragmatic randomised controlled trial.NPJ digital medicine · 2026Article
- Digital communication tools used to promote healthy lifestyles: an overview of reviews from the BRIDGE project.Frontiers in digital health · 2026Review
- Associations Among Digital Health Literacy, Lifestyle Factors, and Cardiovascular Health in Black and Hispanic Communities: Cross-Sectional Study.Journal of medical Internet research · 2025Article
- Impacts of consumption tracking and tailored feedback on meeting nutritional recommendations: a longitudinal regression discontinuity study.Nutrition journal · 2025Article
- Diet, fruit and vegetables and One Health: benefits for health, environment, society and the consumer-proceedings of the 9th edition of EGEA conference.European journal of nutrition · 2025Article
- Umbrella review of social inequality in digital interventions targeting dietary and physical activity behaviors.NPJ digital medicine · 2025Article
- Increased vegetable consumption in Japan using an incentivized health communication campaign with a quiz.Journal of nutritional science · 2025Article
- Determinants of fruit and vegetable consumption among Saudi adults: an extended Theory of Planned Behavior approach.Frontiers in public health · 2025Article
- Transforming food environments: a global lens on challenges and opportunities for achieving healthy and sustainable diets for all.Frontiers in sustainable food systems · 2024Article
- Article
- Co-design of a personalised digital intervention to improve vegetable intake in adults living in Australian rural communities.BMC public health · 2024Article
- Randomized Pilot Study Examining an Online Diet Intervention to Increase Intake of Fruits and Vegetables Among Healthy Adults.International journal of exercise science · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors at 6 institutions in 2 countries.
Funding
Abstract
backgroundDigital interventions may help address low vegetable intake in adults, however there is limited understanding of the features that make them effective. We systematically reviewed digital interventions to increase vegetable intake to 1) describe the effectiveness of the interventions; 2) examine links between effectiveness and use of co-design, personalisation, behavioural theories, and/or a policy framework; and 3) identify other features that contribute to effectiveness.
methodsA systematic search strategy was used to identify eligible studies from MEDLINE, Embase, PsycINFO, Scopus, CINAHL, Cochrane Library, INFORMIT, IEEE Xplore and Clinical Trial Registries, published between January 2000 and August 2022. Digital interventions to increase vegetable intake were included, with effective interventions identified based on statistically significant improvement in vegetable intake. To identify policy-action gaps, studies were mapped across the three domains of the NOURISHING framework (i.e., behaviour change communication, food environment, and food system). Risk of bias was assessed using Cochrane tools for randomized, cluster randomized and non-randomized trials.
resultsOf the 1,347 records identified, 30 studies were included. Risk of bias was high or serious in most studies (n = 25/30; 83%). Approximately one quarter of the included interventions (n = 8) were effective at improving vegetable intake. While the features of effective and ineffective interventions were similar, embedding of behaviour change theories (89% vs 61%) and inclusion of stakeholders in the design of the intervention (50% vs 38%) were more common among effective interventions. Only one (ineffective) intervention used true co-design. Although fewer effective interventions included personalisation (67% vs 81%), the degree of personalisation varied considerably between studies. All interventions mapped across the NOURISHING framework behaviour change communication domain, with one ineffective intervention also mapping across the food environment domain.
conclusionFew digital interventions identified in this review were effective for increasing vegetable intake. Embedding behaviour change theories and involving stakeholders in intervention design may increase the likelihood of success. The under-utilisation of comprehensive co-design methods presents an opportunity to ensure that personalisation approaches better meet the needs of target populations. Moreover, future digital interventions should address both behaviour change and food environment influences on vegetable intake.
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Identifiers
What Socratic 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 Socratic graph.