Evidence map›Paper›PMID 41788916›Full record

ArticleFrontiers in neuroergonomics2026

Multi-method characterization of neurophysiological and biological stress responses in surgical teams during real surgical procedures.

Vincenzo Ronca, Lidia Castagneto Gissey, Maria Irene Bellini, Alessandra Iodice, Valentina Sada, Emilia Sbardella, Ludovica Vincenzi, Pietro Aricò, Gianluca Di Flumeri, Andrea Giorgi and 5 more

Abstract read
In one paragraph

Article in Frontiers in neuroergonomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
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

15 authors.

Vincenzo RoncaDepartment of Computer, Control, and Management Engineering "Antonio Ruberti", Sapienza University of Rome, Rome, Italy.
Lidia Castagneto GisseyDepartment of Surgery, Policlinico Umberto I, Sapienza University of Rome, Rome, Italy.
Maria Irene BelliniDepartment of Surgery, Policlinico Umberto I, Sapienza University of Rome, Rome, Italy.
Alessandra IodiceDepartment of Surgery, Policlinico Umberto I, Sapienza University of Rome, Rome, Italy.
Valentina SadaDepartment of Experimental Medicine, Sapienza University of Rome, Rome, Italy.
Emilia SbardellaDepartment of Experimental Medicine, Sapienza University of Rome, Rome, Italy.
Ludovica VincenziDepartment of Experimental Medicine, Sapienza University of Rome, Rome, Italy.
Pietro AricòDepartment of Computer, Control, and Management Engineering "Antonio Ruberti", Sapienza University of Rome, Rome, Italy.
Gianluca Di FlumeriBrainSigns srl, Rome, Italy.
Andrea GiorgiBrainSigns srl, Rome, Italy.
Alessia VozziBrainSigns srl, Rome, Italy.
Rossella CapotortoDepartment of Anatomical, Histological, Forensic and Orthopedic Sciences, Sapienza University of Rome, Rome, Italy.
Fabio BabiloniBrainSigns srl, Rome, Italy.
Giovanni CasellaDepartment of Surgery, Policlinico Umberto I, Sapienza University of Rome, Rome, Italy.
Gianluca BorghiniBrainSigns srl, Rome, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: The surgical operating room is a high-stakes environment where stress can impact performance and patient safety. While hormonal and neurophysiological markers are established stress indicators, integrative studies in real-world surgical settings are scarce. This study aimed to provide a comprehensive, multimodal characterization of stress in surgical teams during live operations, comparing neurophysiological, biological, and behavioral responses across different levels of expertise and surgical phases. The goal was to validate a multi-method approach and identify objective markers for monitoring stress in real-time. Method: Surgical teams, each composed of four members, were categorized as "Expert" or "Novice" based on the lead surgeon's experience. All teams performed a standardized inguinal hernia repair. Continuous electroencephalography (EEG) and electrodermal activity (EDA) were recorded throughout the procedure to derive stress indices. Blood samples were collected pre- and post-surgery to measure Adrenocorticotropic Hormone (ACTH) and cortisol levels. Subjective stress was assessed via questionnaires, and team performance was quantified using a Combined Behavioral Teamwork Index (CBTI) based on surgical time, materials used, and patient outcomes. Finding: Neurophysiological data showed that the EEG-based stress index was significantly higher in Novice surgeons compared to Experts, particularly during the final and most demanding phase of the surgery ( Conclusion: This study demonstrates that a multimodal approach can effectively characterize stress dynamics in a real-world surgical environment. The EEG-derived metric emerged as the most sensitive indicator, capable of discriminating stress levels with high temporal and role-specific precision. Novice surgeons exhibit significantly greater neurophysiological and endocrine stress responses, underscoring the need for targeted support and advanced training protocols. These findings lay the groundwork for developing real-time, objective stress monitoring systems to enhance surgical performance, training, and patient safety.

Indexed as

biological sampleselectroencephalographyhuman factorsneurophysiologicalstress

Identifiers

PMID41788916
PMCPMC12957276

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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.