Evidence map›Paper›PMID 34999752›Full record

ArticleAdvances in nutrition (Bethesda, Md.)2022

Applications of Complex Systems Models to Improve Retail Food Environments for Population Health: A Scoping Review.

Megan R Winkler, Yeeli Mui, Shanda L Hunt, Melissa N Laska, Joel Gittelsohn, Melissa Tracy

Abstract readScoping Review
In one paragraph

Article in Advances in nutrition (Bethesda, Md.), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Article
  2. 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
  3. Article
  4. Article
  5. Simulated retail food environments: A literature review of systems science approaches to advance equity in access to healthy diets.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025
    Review
  6. Review
  7. Article
  8. Article
  9. Article
  10. Article
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.

Megan R WinklerDivision of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN, USA.ORCID 0000-0001-8567-145X
Yeeli MuiDepartment of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
Shanda L HuntHealth Sciences Library, University of Minnesota, Minneapolis, MN, USA.
Melissa N LaskaDivision of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN, USA.
Joel GittelsohnCenter for Human Nutrition, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
Melissa TracyDepartment of Epidemiology and Biostatistics, University at Albany School of Public Health, Rensselaer, NY, USA.

Funding

A Systems Approach to Understanding the Interacting Factors of the Local Food Environment for Population HealthR00HL144824 · NHLBI · EMORY UNIVERSITY · PI WINKLER, MEGAN · 2021 to 2023
$746k
A Systems Approach to Understanding the Interacting Factors of the Local Food Environment for Population HealthK99HL144824 · NHLBI · UNIVERSITY OF MINNESOTA · PI WINKLER, MEGAN · 2019 to 2020
$245k
NHLBI NIH HHS K99 HL144824NHLBI NIH HHS R00 HL144824
6 · The paper itself

Abstract

Retail food environments (RFEs) are complex systems with important implications for population health. Studying the complexity within RFEs comes with challenges. Complex systems models are computational tools that can help. We performed a systematic scoping review of studies that used complex systems models to study RFEs for population health. We examined the purpose for using the model, RFE features represented, extent to which the complex systems approach was maximized, and quality and transparency of methods employed. The PRISMA-ScR (Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews) guidelines were followed. Studies using agent-based modeling, system dynamics, discrete event simulations, networks, hybrid, or microsimulation models were identified from 7 multidisciplinary databases. Fifty-six studies met the inclusion criteria, including 23 microsimulation, 13 agent-based, 10 hybrid, 4 system dynamics, 4 network, and 2 discrete event simulation models. Most studies (n = 45) used models for experimental purposes and evaluated effects of simulated RFE policies and interventions. RFE characteristics simulated in models were diverse, and included the features (e.g., prices) customers encounter when shopping (n = 55), the settings (e.g., restaurants, supermarkets) where customers purchase food and beverages (n = 30), and the actors (e.g., store managers, suppliers) who make decisions that influence RFEs (n = 25). All models incorporated characteristics of complexity (e.g., feedbacks, conceptual representation of multiple levels), but these were captured to varying degrees across model types. The quality of methods was adequate overall; however, few studies engaged stakeholders (n = 10) or provided sufficient transparency to verify the model (n = 12). Complex systems models are increasingly utilized to study RFEs and their contributions to public health. Opportunities to advance the use of these approaches remain, and areas to improve future research are discussed. This comprehensive review provides the first marker of the utility of leveraging these approaches to address RFEs for population health.

Indexed as

FoodPopulation HealthConsumer BehaviorEnvironmentHumansPublic Healthagent-based modelingfood environmenthealthy retailmicrosimulationnetworksnutrition interventionssimulationsystematic reviewsystem dynamics

Identifiers

PMID34999752
PMCPMC9340968

What OpenQuestion holds

Textmetadata
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.