ArticleFrontiers in public health2025
Perceived invulnerability in traffic: illusion of control, desire for control, risk perception, and traffic-locus of control.
Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed.
- Development and psychometric validation of the pre-earthquake illusion of control perception scale.BMC public health · 2026Article
- Borderline personality disorder symptoms moderate the effect of risk-legitimizing beliefs on risky motorcycle riding among Thai university students.Frontiers in public health · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: This study examined the psychological predictors of risky driving behavior, focusing on traffic-locus of control, illusion of control, desire for control, and risk perception-as key components of perceived invulnerability. Methods: Two main hypotheses were tested: the first (H1) included two sub-hypotheses, H1a, that perception of invulnerability predicts risky driving, and H1b, that this relationship is moderated by driving experience; the second hypothesis (H2), was that risk perception mediates the relationship between traffic-locus of control, driving experience, and risky driving behaviors. A sample of 115 drivers completed standardized self-report questionnaires. Results: Results partially supported the first hypothesis: perceived invulnerability, operationalized through illusion of control, desire for control, and risk perception predict risky driving behavior. However, driving experience did not moderate any of the observed relationships. The second hypothesis was also partially confirmed. A two-step mediation model revealed that traffic-locus of control and driving experience predicted risk perception, while the full model explained 47% of the variance in risky behavior. Risk perception partially mediated the relationship between beliefs about other drivers and risky driving. Additionally, beliefs in fate and luck were directly associated with lower risk engagement. Contrary to expectations, driving experience did not moderate any of the key relationships, suggesting that these psychological patterns remain influential regardless of experience level. Discussion: These findings underscore the complex interplay between control beliefs and perceived risk in driving contexts, offering insights for interventions targeting cognitive distortions and overconfidence that contribute to hazardous driving practices.
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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 Socratic graph.