Evidence map›Paper›PMID 38519989›Full record

ArticleThe international journal of behavioral nutrition and physical activity2024

A system dynamics approach to understand Dutch adolescents' sleep health using a causal loop diagram.

Danique M Heemskerk, Vincent Busch, Jessica T Piotrowski, Wilma E Waterlander, Carry M Renders, Maartje M van Stralen

Abstract read
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 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

  1. Trial
  2. Adolescent Mental Health and Health-Related Behaviors Across Language-Based School Systems in South Tyrol, Italy.European journal of investigation in health, psychology and education · 2026
    Article
  3. Review
  4. Article
  5. Article
  6. Article
  7. [Progress on the application of system dynamics model in the field of health management].Zhejiang da xue xue bao. Yi xue ban = Journal of Zhejiang University. Medical sciences · 2025
    Review
  8. Article
  9. Article
  10. Developing a whole systems action plan promoting Dutch adolescents' sleep health.The international journal of behavioral nutrition and physical activity · 2025
    Article
  11. 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.

Danique M HeemskerkDepartment of Health Sciences, Faculty of Science and Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands. danique.heemskerk@vu.nl.ORCID 0009-0009-7382-3490
Vincent BuschDepartment of Healthy Living, Public Health Service (GGD), Sarphati Amsterdam, City of Amsterdam, The Netherlands.
Jessica T PiotrowskiAmsterdam School of Communication Research ASCoR, University of Amsterdam, Amsterdam, The Netherlands.
Wilma E WaterlanderDepartment of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam UMC Location University of Amsterdam, Amsterdam, The Netherlands.
Carry M RendersDepartment of Health Sciences, Faculty of Science and Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
Maartje M van StralenDepartment of Health Sciences, Faculty of Science and Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands. maartje.van.stralen@vu.nl.

Funding

ZonMw 50-55510-98-079
6 · The paper itself

Abstract

backgroundHealthy sleep is crucial for the physical and mental wellbeing of adolescents. However, many adolescents suffer from poor sleep health. Little is known about how to effectively improve adolescent sleep health as it is shaped by a complex adaptive system of many interacting factors. This study aims to provide insights into the system dynamics underlying adolescent sleep health and to identify impactful leverage points for sleep health promotion interventions.

methodsThree rounds of single-actor workshops, applying Group Model Building techniques, were held with adolescents (n = 23, 12-15 years), parents (n = 14) and relevant professionals (n = 26). The workshops resulted in a multi-actor Causal Loop Diagram (CLD) visualizing the system dynamics underlying adolescent sleep health. This CLD was supplemented with evidence from the literature. Subsystems, feedback loops and underlying causal mechanisms were identified to understand overarching system dynamics. Potential leverage points for action were identified applying the Action Scales Model (ASM).

resultsThe resulting CLD comprised six subsystems around the following themes: (1) School environment; (2) Mental wellbeing; (3) Digital environment; (4) Family & Home environment; (5) Health behaviors & Leisure activities; (6) Personal system. Within and between these subsystems, 16 reinforcing and 7 balancing feedback loops were identified. Approximately 60 potential leverage points on different levels of the system were identified as well.

conclusionsThe multi-actor CLD and identified system dynamics illustrate the complexity of adolescent sleep health and supports the need for developing a coherent package of activities targeting different leverage points at all system levels to induce system change.

Indexed as

Health BehaviorHealth PromotionAdolescentAdolescent HealthHumansParentsSleepAction scales modelAdolescentCausal loop diagramComplex systemsSleepSystem dynamicsSystem mappingTeensYouth

Identifiers

PMID38519989
PMCPMC10958857

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LicenceCC BY
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Registered trials

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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.