Evidence map›Paper›PMID 41058902›Full record

ArticleFrontiers in psychology2025

Explaining health behavior: a new model centered around health experience and its determinants.

Damien S E Broekharst, Sjaak Bloem, Edward A G Groenland, Tessa S Folkertsma, Jim Ingebretsen Carlson, Frans Folkvord, Claire Everitt, Aad R Liefveld, Giuseppe Fico, Francisco Lupiáñez-Villanueva

Abstract read
In one paragraph

Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

10 authors.

Damien S E BroekharstCenter for Marketing and Supply Chain Management, Nyenrode Business University, Breukelen, Netherlands.
Sjaak BloemCenter for Marketing and Supply Chain Management, Nyenrode Business University, Breukelen, Netherlands.
Edward A G GroenlandCenter for Marketing and Supply Chain Management, Nyenrode Business University, Breukelen, Netherlands.
Tessa S FolkertsmaDepartment of Gastroenterology, Medical Center Leeuwarden, Leeuwarden, Netherlands.
Jim Ingebretsen CarlsonPredictBy, Barcelona, Spain.
Frans FolkvordPredictBy, Barcelona, Spain.
Claire EverittDevices Centre of Excellence, Pfizer, Cambridge, United Kingdom.
Aad R LiefveldLink2Trials, Hilversum, Netherlands.
Giuseppe FicoLife Supporting Technologies Research Group, Universidad Politécnica de Madrid, Madrid, Spain.
Francisco Lupiáñez-VillanuevaPredictBy, Barcelona, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Conventional health-related models used to predict health behaviors have limited predictive power, as they fail to accurately capture an individual's health experience, which correlates more closely with health behavior. Therefore, some researchers have aimed to develop a predictive model focused on subjective health experience and its determinants. Although this model may be promising, it is still rudimentary. Hence, this study aimed to explore a new extended subjective health experience model and segment it along the lines of relevant demographic variables to further improve health behavior predictions. Method: An online questionnaire was administered to a panel of 2,550 Dutch citizens, covering sample characteristics and measuring health perceptions, acceptance, control, projected health, experienced health, adjustment, and health behavior. Data were analyzed using descriptive, reliability, validity, and model statistics. Result: The analysis revealed that almost all assumed direct relationships within the overall and segmented models are statistically significant, making them exceptionally robust. It also became clear that health perception indirectly influences health behavior through several pathways. The strongest indirect pathways linking health perception to health behavior involve sequential mediation by acceptance, experienced health, and projected health, with control potentially preceding or replacing acceptance. The most moderate indirect pathways involve acceptance with either experienced or projected health, with control potentially preceding or replacing acceptance. The weaker indirect pathways are those involving adjustment either combined with experienced and projected health or embedded within more extended sequences. It further became evident that the model explained between 39.2 and 50.9% of the variance in health behavior. Conclusion: Healthcare professionals and other stakeholders may benefit from using key concepts such as acceptance, control, experienced health, and projected health to guide the development and implementation of future behavioral interventions.

Indexed as

acceptanceadjustmentcontrolexperienced healthhealth behaviorhealth perceptionsprojected health

Identifiers

PMID41058902
PMCPMC12499497

What Socratic holds

Textmetadata
LicenceCC BY
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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 Socratic graph.