Evidence map›Paper›PMID 40579401›Full record

ArticleScientific reports2025

The arousal paradox in critical task performance in automated driving during sleep inertia using a quasi experimental approach.

Markus Tomzig, Johanna Wörle, Alexandra Neukum, Martin Baumann

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Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

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

4 authors.

Markus TomzigUlm University, Albert-Einstein-Allee 41, 89081, Ulm, Germany. tomzig@wivw.de.
Johanna WörleWuerzburg Institute for Traffic Sciences, WIVW GmbH, Robert-Bosch-Straße 4, 97209, Veitshöchheim, Germany.
Alexandra NeukumWuerzburg Institute for Traffic Sciences, WIVW GmbH, Robert-Bosch-Straße 4, 97209, Veitshöchheim, Germany.
Martin BaumannUlm University, Albert-Einstein-Allee 41, 89081, Ulm, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Sleep inertia is the post-awakening transitional state of lowered arousal, characterized by increased low-frequency activity in the electroencephalogram (EEG) and impaired cognition. While some theories consider arousal holistically, recent research questions whether these findings apply to situations requiring immediate critical action post-awakening, such as for pilots, emergency responders, or future drivers of automated vehicles. This study compared self-reported, cortical, and physiological arousal in such a scenario. Twenty-four participants completed four drives in a driving simulator. In three drives, participants were instructed to sleep for 20, 40, and 60 min during automated driving before being prompted to resume control. The sleep stage prior to the takeover request served as a quasi-experimental independent variable. Regression analyses showed that cortical arousal was low following awakenings from N2 or N3, indicated by increased delta, theta, and alpha activity. However, beta activity and heart rate also increased, suggesting elevated physiological arousal. Significant positive correlations were found between delta activity, heart rate and self-reported sleepiness. This "arousal paradox" is not in line with the idea of arousal as a holistic concept. We hypothesize that the heightened physiological response under sleep inertia may be attributed to stress in demanding situations under sleep inertia. We conclude that forced awakenings from N2 or N3 should be avoided. If someone is nevertheless awakened from N2 or N3, they should be given sufficient time between awakening and taking over duties for arousal to normalize.

Indexed as

ArousalAutomobile DrivingSleepSleep StagesTask Performance and AnalysisAdultElectroencephalographyFemaleHeart RateHumansMaleWakefulnessYoung AdultArousalElectroencephalography (EEG)SleepSleep inertiaTakeover

Identifiers

PMID40579401
PMCPMC12205044

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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.