Evidence map›Paper›PMID 38317165›Full record

ArticleThe international journal of behavioral nutrition and physical activity2024

The current state of complex systems research on socioeconomic inequalities in health and health behavior-a systematic scoping review.

Andrea L Mudd, Michèlle Bal, Sanne E Verra, Maartje P Poelman, John de Wit, Carlijn B M Kamphuis

Abstract readScoping Review
In one paragraph

Article in The international journal of behavioral nutrition and physical activity, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed, 2 pooled it
–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

14 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Socioeconomic inequalities in exposure to neighbourhood environments for physical activity: a systematic review.The international journal of behavioral nutrition and physical activity · 2026
    Pooled it
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Causal Loop Diagrams of Food Systems, Diet, and Obesity: A Scoping Review of Methods, Contextual Factors, and Outcomes.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025
    Article
  9. Article
  10. Article
  11. Article
  12. A system dynamics approach to understand Dutch adolescents' sleep health using a causal loop diagram.The international journal of behavioral nutrition and physical activity · 2024
    Article
  13. Article
  14. Review
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.

Andrea L MuddDepartment of Interdisciplinary Social Science- Public Health, Utrecht University, PO Box 80140, 3508 TC, Utrecht, The Netherlands. a.l.mudd@uu.nl.ORCID 0000-0002-9992-6991
Michèlle BalDepartment of Interdisciplinary Social Science- Public Health, Utrecht University, PO Box 80140, 3508 TC, Utrecht, The Netherlands.
Sanne E VerraDepartment of Interdisciplinary Social Science- Public Health, Utrecht University, PO Box 80140, 3508 TC, Utrecht, The Netherlands.
Maartje P PoelmanChair Group Consumption and Healthy Lifestyles, Wageningen University & Research, Hollandseweg 1, 6706 KN, Wageningen, the Netherlands.
John de WitDepartment of Interdisciplinary Social Science- Public Health, Utrecht University, PO Box 80140, 3508 TC, Utrecht, The Netherlands.
Carlijn B M KamphuisDepartment of Interdisciplinary Social Science- Public Health, Utrecht University, PO Box 80140, 3508 TC, Utrecht, The Netherlands.

Funding

Nederlandse Organisatie voor Wetenschappelijk Onderzoek Vl.Vidi.198.001
6 · The paper itself

Abstract

backgroundInterest in applying a complex systems approach to understanding socioeconomic inequalities in health is growing, but an overview of existing research on this topic is lacking. In this systematic scoping review, we summarize the current state of the literature, identify shared drivers of multiple health and health behavior outcomes, and highlight areas ripe for future research.

methodsSCOPUS, Web of Science, and PubMed databases were searched in April 2023 for peer-reviewed, English-language studies in high-income OECD countries containing a conceptual systems model or simulation model of socioeconomic inequalities in health or health behavior in the adult general population. Two independent reviewers screened abstracts and full texts. Data on study aim, type of model, all model elements, and all relationships were extracted. Model elements were categorized based on the Commission on Social Determinants of Health framework, and relationships between grouped elements were visualized in a summary conceptual systems map.

resultsA total of 42 publications were included; 18 only contained a simulation model, 20 only contained a conceptual model, and 4 contained both types of models. General health outcomes (e.g., health status, well-being) were modeled more often than specific outcomes like obesity. Dietary behavior and physical activity were by far the most commonly modeled health behaviors. Intermediary determinants of health (e.g., material circumstances, social cohesion) were included in nearly all models, whereas structural determinants (e.g., policies, societal values) were included in about a third of models. Using the summary conceptual systems map, we identified 15 shared drivers of socioeconomic inequalities in multiple health and health behavior outcomes.

conclusionsThe interconnectedness of socioeconomic position, multiple health and health behavior outcomes, and determinants of socioeconomic inequalities in health is clear from this review. Factors central to the complex system as it is currently understood in the literature (e.g., financial strain) may be both efficient and effective policy levers, and factors less well represented in the literature (e.g., sleep, structural determinants) may warrant more research. Our systematic, comprehensive synthesis of the literature may serve as a basis for, among other things, a complex systems framework for socioeconomic inequalities in health.

Indexed as

Health BehaviorSocioeconomic FactorsExerciseHealth InequitiesHealth Status DisparitiesHumansSocial Determinants of HealthCausal loop diagramComplex systemsHealth and well-beingHealth behaviorSocioeconomic inequalitiesSystematic scoping review

Identifiers

PMID38317165
PMCPMC10845451

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.