Evidence map›Paper›PMID 42821661›Full record

ArticlePloS one2026

Protocol for the REVELIO test-track pilot study: A randomised, controlled, single-centre trial in healthy recreational cannabis users investigating real-time in-vehicle detection of cannabis-impaired driving.

Robin Deuber, Michal Bechny, Christoph Heck, Joel Brügger, Matthias Pfäffli, Mia Jovanova, Elgar Fleisch, Felix Wortmann, Wolfgang Weinmann

Registry-linked trialAbstract readClinical Trial Protocol
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07401628 (Randomised, Controlled, Interventional Single-center Study for the Design and Evaluation of an In-vehicle Real-time System for Detecting Cannabis-impaired Driving), which is not on this map. Not yet cited in PubMed.

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

NCT07401628 nacompletednot on this map

Randomised, Controlled, Interventional Single-center Study for the Design and Evaluation of an In-vehicle Real-time System for Detecting Cannabis-impaired Driving (CID)

TypeinterventionalSponsorUniversity of BernRan2026 to 2026Enrolled45ConditionsDriving Under the Influence, Cannabis-impaired DrivingArmsCannabis (THC)
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Robin DeuberDepartment of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.ORCID https://orcid.org/0009-0007-6608-7208
Michal BechnyDepartment of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.ORCID https://orcid.org/0009-0006-0845-1844
Christoph HeckDepartment of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.
Joel BrüggerInstitute of Forensic Medicine, University of Bern, Bern, Switzerland.
Matthias PfäffliInstitute of Forensic Medicine, University of Bern, Bern, Switzerland.
Mia JovanovaSchool of Medicine, University of St.Gallen, St.Gallen, Switzerland.
Elgar FleischDepartment of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.ORCID https://orcid.org/0000-0002-4842-1117
Felix WortmannInstitute of Technology Management, University of St. Gallen, St. Gallen, Switzerland.
Wolfgang WeinmannInstitute of Forensic Medicine, University of Bern, Bern, Switzerland.ORCID https://orcid.org/0000-0001-8659-1304

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDriving under the influence of cannabis is associated with impaired cognitive and psychomotor performance and an increased risk of traffic accidents. Reliable real-time in-vehicle systems for detecting cannabis-related driving impairment are currently lacking; but hold great potential for improving road safety.

methodsThis protocol describes the REVELIO test-track pilot study: a randomised, controlled, open-label, interventional, single-centre trial. The study assesses the feasibility and methodological requirements for developing and evaluating a multimodal in-vehicle detection approach using vehicle and driver state data. A total of 45 healthy recreational cannabis users will be enrolled and randomly allocated to an intervention or a reference control group. During the main study day, all participants will undergo biological sampling for tetrahydrocannabinol (THC) and related metabolites, as well as pre-driving assessments, followed by a sober baseline driving session on a closed test track using a dual-pedal vehicle with a certified driving instructor onboard. Participants in the intervention group will then receive a single controlled inhalative cannabis dose (target 0.67 mg THC per kg body weight), while the reference group will receive no cannabis. All participants will subsequently complete three additional standardized 50-minute driving sessions at predefined time points up to approximately six hours after administration, following identical schedules to enable within- and between-group comparisons. Between driving sessions, structured breaks will include recovery periods, repeated biological sampling, and traffic-medical, traffic-psychological, and pre-driving performance assessments, to characterise the temporal dynamics of cannabis-related impairment. DISCUSSION: Multimodal data will be collected, including vehicle controller area network (CAN) data, driver monitoring camera (DMC) data, physiological signals using wearables, and biological samples (capillary blood, breath, oral fluid. Machine-learning-based models will be developed and evaluated to distinguish sober from cannabis-influenced driving states under controlled conditions. Secondary analyses will examine changes in driving performance over time and associations between functional measures and biological THC concentrations. As an exploratory pilot study conducted on a secured test track, the protocol aims to generate standardized reference data and quantitative performance metrics to inform both feasibility and system design considerations.

trial registrationThe study is registered at ClinicalTrials.gov (NCT07401628).

Indexed as

Automobile DrivingCannabisDriving Under the InfluenceAdultDronabinolFemaleHumansMalePilot ProjectsPsychomotor PerformanceRandomized Controlled Trials as TopicYoung AdultDronabinol

Identifiers

PMID42821661
PMCPMC13630308

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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 OpenQuestion graph.