Evidence map›Paper›PMID 40557351›Full record

ReviewAnnals of surgery open : perspectives of surgical history, education, and clinical approaches2025

The Flush Model: A Novel Framework to Manage Surgeons' Mental Fatigue and Cognitive Load.

Pierrick Laulan, Matthieu L G Fernandez, Emeric Abet, Jérôme Dimet, Ulrike Rimmele

Abstract readReview
In one paragraph

Review in Annals of surgery open : perspectives of surgical history, education, and clinical approaches, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. 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.

Pierrick LaulanFrom the Emotion and Memory Laboratory, Faculty of Psychology and Educational Sciences, University of Geneva, Geneva, Switzerland.
Matthieu L G FernandezCancer Coordination Center, Mont-de-Marsan and Pays des Sources Inter-municipal Hospital Center, Mont-de-Marsan, France.
Emeric AbetSurgery Department, Vendée Departmental Hospital Center, La Roche-sur-Yon, France.
Jérôme DimetClinical Research Unit, Vendée Departmental Hospital Center, La Roche-sur-Yon, France.
Ulrike RimmeleFrom the Emotion and Memory Laboratory, Faculty of Psychology and Educational Sciences, University of Geneva, Geneva, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Mental fatigue significantly impairs surgeons' cognitive performance, compromising patient safety. However, surgical practice lacks an integrated framework to understand and mitigate this cognitive strain effectively. Conceptual Model: We propose adapting the Flush model, initially developed for endurance sports, to surgical settings. This model conceptualizes mental fatigue through a dynamic analogy of a water tank composed of 4 main components: perceived fatigue (ballcock), fatigue accumulation (filling rate), fatigue recovery (drain rate), and a safety margin (security reserve). We detail how intrinsic cognitive load, extraneous stressors, physiological and psychological factors, and circadian influences collectively drive mental fatigue accumulation. Clinical Implications: The Flush model clarifies how mental fatigue fluctuates during surgical procedures and highlights practical recovery methods such as brief mindfulness interventions, microbreaks, cognitive offloading, and ergonomics adjustments. It emphasizes maintaining a cognitive safety reserve to safeguard against errors during critical surgical phases, providing surgeons with actionable strategies to manage fatigue in real time. Future Directions: We recommend empirical validation through real-time monitoring using physiological measures (eg, heart-rate variability, pupillometry) coupled with subjective assessments (eg, NASA Task Load Index, Surgery Task Load Index). Integrating Flush principles into surgical training, simulation programs, and institutional policies could foster a culture prioritizing cognitive performance and patient safety. Conclusions: The Flush model provides a comprehensive, intuitive framework for understanding and addressing surgeons' mental fatigue. Its implementation promises to enhance cognitive resilience, reduce surgical errors, and improve both patient outcomes and surgeon well-being.

Indexed as

cognitive loadFlush modelmental fatiguepatient safetysurgeon performance

Identifiers

PMID40557351
PMCPMC12185093

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LicenceCC BY-NC-ND
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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.