Evidence map›Paper›PMID 42377489›Full record

Observational studySurgical endoscopy2026

Multimodal physiological correlates of surgeon stress in live robot-assisted surgery.

Kaiqi Wei, Nanako Nakamura, Megumi Shimura, Yoshihiro Shimomura, Xue Zhao, Takaaki Tamura, Shinichi Sakamoto

Abstract readObservational Study
In one paragraph

Observational study in Surgical endoscopy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the 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.

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

7 authors.

Kaiqi WeiDepartment of Design, Division of Creative Engineering, Graduate School of Science and Engineering, Chiba University, Chiba, Japan.
Nanako NakamuraDepartment of Design, Division of Creative Engineering, Graduate School of Science and Engineering, Chiba University, Chiba, Japan.
Megumi ShimuraDepartment of Design, Division of Creative Engineering, Graduate School of Science and Engineering, Chiba University, Chiba, Japan.
Yoshihiro ShimomuraDesign Research Institute, Chiba University, 1-33 Yayoi-cho, Inage-ku, Chiba, 263-8522, Japan. shimomura@faculty.chiba-u.jp.ORCID http://orcid.org/0000-0002-6065-7464
Xue ZhaoDepartment of Urology, Graduate School of Medicine, Chiba University, Chiba, Japan.
Takaaki TamuraDepartment of Urology, Graduate School of Medicine, Chiba University, Chiba, Japan.
Shinichi SakamotoDepartment of Urology, Graduate School of Medicine, Chiba University, Chiba, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRobot-assisted surgery (RAS) imposes cognitive and psychomotor demands on console surgeons, but the physiological correlates of perceived stress during live procedures remain insufficiently characterized. Prior work has often relied on simulations or broad phase-based assessments, providing limited insight into short-term stress fluctuations in the operating room.

methodsWe conducted a prospective observational field study during live RAS procedures. Seven senior urologists were monitored during one procedure each using wireless electroencephalography (EEG), surface electromyography (sEMG), and electrocardiography (ECG). ECG-derived heart rate variability (HRV) was calculated. To avoid disrupting surgical workflow, surgeons retrospectively annotated perceived stress using video-stimulated recall (VSR) of console-view videos. Associations between physiological features and stress ratings were assessed using a linear mixed-effects model.

resultsAcross 151 VSR-based annotation windows, higher perceived stress was associated with a higher beta-to-alpha power ratio at the central midline EEG channel (Cz; β = 0.42, 95% confidence interval [CI] 0.08 to 0.75), greater upper trapezius sEMG activity (β = 0.37, 95% CI 0.06 to 0.68), shorter mean normal-to-normal cardiac intervals (Mean NN; β = - 0.39, 95% CI - 0.70 to - 0.07), and lower standard deviation of normal-to-normal intervals (SDNN; β = - 0.44, 95% CI - 0.86 to - 0.01). These directions were generally consistent across robustness and sensitivity analyses. Other EEG spectral and HRV features were not significantly associated with perceived stress.

conclusionsIn live RAS, perceived stress reported by console surgeons was associated with selected EEG, sEMG, and HRV features. These findings suggest that combining VSR-based stress annotations with limited physiological monitoring is feasible during live RAS and may help identify high-demand operative moments during postoperative review.

Indexed as

Occupational StressRobotic Surgical ProceduresSurgeonsElectrocardiographyElectroencephalographyElectromyographyHeart RateHumansProspective StudiesIntraoperative assessmentPhysiological monitoringRobot-assisted surgerySurgeon stressVideo-stimulated recall

Identifiers

PMID42377489
PMCPMC13582227

What OpenQuestion holds

Textmetadata
Read underepoch 390

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 OpenQuestion graph.