Evidence map›Paper›PMID 42130300›Full record

ArticleInternational journal of occupational medicine and environmental health2026

Tracking risk-taking behind the wheel: Which indicator of risky driving is the most useful in driving simulator studies? A pilot study.

Paulina Baran, Piotr Zieliński, Mariusz Krej, Marcin Piotrowski, Łukasz Dziuda

Abstract read
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Article in International journal of occupational medicine and environmental health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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

5 authors.

Paulina BaranMilitary Institute of Aviation Medicine, Warsaw, Poland (Department of Psychophysiological Measurements and Human Factor Research).
Piotr ZielińskiMilitary Institute of Aviation Medicine, Warsaw, Poland (Department of Aviation Psychology).
Mariusz KrejMilitary Institute of Aviation Medicine, Warsaw, Poland (Department of Psychophysiological Measurements and Human Factor Research).
Marcin PiotrowskiMilitary Institute of Aviation Medicine, Warsaw, Poland (Department of Simulator Studies and Aeromedical Training).
Łukasz DziudaMilitary Institute of Aviation Medicine, Warsaw, Poland (Department of Psychophysiological Measurements and Human Factor Research).

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis study evaluated the validity and usefulness of selected indicators for assessing risky driving behavior in truck simulator research, which is critical for developing ecologically valid and reliable research methods in the domain of traffic safety and public health. The aims were to present various risky driving indicators, assess their validity, compare their utility, and provide guidance for future simulator-based research. MATERIAL AND

methodsThirty professional truck drivers took part in experimental and control drives in a truck simulator. The experimental drive contained 12 decision-making situations requiring driver response, while the control scenario followed the same route without these situations. Data included qualitative behavioral indicators assessed by an observer (speed reduction, stopping, bypassing, no reaction) and quantitative speed parameters automatically recorded by the simulator. Participants also provided their traffic violation history. Analyses employed mixed linear models, intraclass correlation coefficients, and reliability testing.

resultsOnly 5 of 12 decision-making situations demonstrated diagnostic value in differentiating drivers. Among qualitative indicators, speed reduction proved most useful, while among quantitative measures, the difference between maximum and minimum speed showed the highest reliability (α = 0.71). Cluster analysis identified 2 driver groups that significantly differed in their speed adjustment behavior (p = 0.033, d = 0.7), with drivers reporting more traffic violations showing smaller speed adjustments.

conclusionsThis pilot study demonstrates that dynamic indicators based on speed changes are more useful for assessing risky driving than simple speed parameters. Acceptable reliability (α > 0.70) was achieved with a set of 5 appropriately selected decision-making situations. Driving simulator research benefits from careful selection of test scenarios and a multi-method approach to evaluation, including control drive comparisons. These preliminary findings provide practical guidance for designing simulator-based assessments of risky driving behavior. Int J Occup Med Environ Health. 2026;39(2):202-22.

Indexed as

Automobile DrivingComputer SimulationRisk-TakingAccidents, TrafficAdultDecision MakingHumansMaleMiddle AgedPilot ProjectsReproducibility of ResultsTruck Driverscar simulatorsrisk indicatorsrisky drivingroad trafficsimulated traffic conditionstruck drivers

Identifiers

PMID42130300
PMCPMC13229159

What OpenQuestion holds

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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.