ReviewThe international journal of behavioral nutrition and physical activity2021
Dynamics of the complex food environment underlying dietary intake in low-income groups: a systems map of associations extracted from a systematic umbrella literature review.
Review in The international journal of behavioral nutrition and physical activity, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 94 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.
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Who cites it
94 citing papers in PubMed, 7 syntheses or guidelines pooled it, 192 citations in OpenAlex.
- Do the Drivers of Food Choice Differ Between Healthier and Less Healthy Foods? A Systematic Review of Reviews.Nutrition reviews · 2026Pooled it
- Digital Interventions Targeting Healthy and Sustainable Eating Behavior: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Food Environment and Childhood Overweight/Obesity: A Systematic Review.Advances in nutrition (Bethesda, Md.) · 2026Pooled it
- The Effectiveness of Partnerships With Commercial Actors to Improve Food Environments: A Systematic Review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Pooled it
- A Systematic Review of Sensor-Based Methods for Measurement of Eating Behavior.Sensors (Basel, Switzerland) · 2025Pooled it
- Pooled it
- Effectiveness of school-based nutrition intervention components on fruit and vegetable intake and nutrition knowledge in children aged 4-12 years old: an umbrella review.Nutrition reviews · 2023Pooled it
- Trial
- Do financial constraint and perceived stress modify the effects of food tax schemes on food purchases: moderation analyses in a virtual supermarket experiment.Public health nutrition · 2024Trial
- Bridging policy and implementation science: operationalising political and structural determinants for health policy implementation evaluation.Implementation science communications · 2026Article
- How Does the Ultra-Processed Food Industry Drive Consumption Through Product Design and Marketing? Mapping a Complex Commercial System According to Expert Mental Models and Evidence Review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026Review
- Longitudinal Associations of Neighborhood Food Access with Child Body Mass Index and Obesity.Childhood obesity (Print) · 2026Article
- Area-level socioeconomic status and children's body weight: examining the role of unhealthy food environments.Nutrition journal · 2026Article
- Systems Science in Nutrition and Dietetics Research: A Practical Lens for Applying Systems Approaches in Research.Journal of human nutrition and dietetics : the official journal of the British Dietetic Association · 2026Review
- Reviewing ecosystems of evidence: synthesising the evidence on the commercial determinants of health from a complex systems perspective.Systematic reviews · 2026Article
- Article
- What drives food choices? Sociodemographic predictors in a representative Czech population sample.BMC public health · 2026Article
- Mapping determinants of alternative protein food intake across 13 European countries: food system stakeholders' perspectives.The international journal of behavioral nutrition and physical activity · 2026Article
- Understanding the association of food insecurity and nutrition insecurity with diet quality: a cross-sectional analysis of 2 national samples.The American journal of clinical nutrition · 2026Article
- Why healthy eating is not equally attainable for all: a participatory systems perspective on dietary behaviour of people living on a low income in the Netherlands, and recommendations for systemic change.Archives of public health = Archives belges de sante publique · 2026Article
34 more citing papers are in PubMed but not listed here.
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 8 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundInequalities in obesity pertain in part to differences in dietary intake in different socioeconomic groups. Examining the economic, social, physical and political food environment of low-income groups as a complex adaptive system - i.e. a system of multiple, interconnected factors exerting non-linear influence on an outcome, can enhance the development and assessment of effective policies and interventions by honouring the complexity of lived reality. We aimed to develop and apply novel causal loop diagramming methods in order to construct an evidence-based map of the underlying system of environmental factors that drives dietary intake in low-income groups.
methodsA systematic umbrella review was conducted on literature examining determinants of dietary intake and food environments in low-income youths and adults in high/upper-middle income countries. Information on the determinants and associations between determinants was extracted from reviews of quantitative and qualitative studies. Determinants were organised using the Determinants of Nutrition and Eating (DONE) framework. Associations were synthesised into causal loop diagrams that were subsequently used to interpret the dynamics underlying the food environment and dietary intake. The map was reviewed by an expert panel and systems-based analysis identified the system paradigm, structure, feedback loops and goals.
resultsFindings from forty-three reviews and expert consensus were synthesised in an evidence-based map of the complex adaptive system underlying the food environment influencing dietary intake in low-income groups. The system was interpreted as operating within a supply-and-demand, economic paradigm. Five sub-systems ('geographical accessibility', 'household finances', 'household resources', 'individual influences', 'social and cultural influences') were presented as causal loop diagrams comprising 60 variables, conveying goals which undermine healthy dietary intake.
conclusionsOur findings reveal how poor dietary intake in low-income groups can be presented as an emergent property of a complex adaptive system that sustains a food environment that increases the accessibility, availability, affordability and acceptability of unhealthy foods. In order to reshape system dynamics driving unhealthy food environments, simultaneous, diverse and innovative strategies are needed to facilitate longer-term management of household finances and socially-oriented practices around healthy food production, supply and intake. Ultimately, such strategies must be supported by a system paradigm which prioritises health.
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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.