Evidence map›Paper›PMID 42378211›Full record

ArticlePloS one2026

Dynamic patterns of communication and workload during cardiac surgery: An explorative study.

Liam Wietzorrek, Eugenie Craenen, Indy van Boven, Massimo A Mariani, Fokie Cnossen

Abstract read
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. 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

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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

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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

5 authors.

Liam WietzorrekDepartment of Cardiothoracic Surgery, Heart Centre, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0009-0000-8760-9326
Eugenie CraenenDepartment of Anaesthesiology, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.
Indy van BovenDepartment of Artificial Intelligence, Bernoulli Institute of Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, The Netherlands.
Massimo A MarianiDepartment of Cardiothoracic Surgery, Heart Centre, University of Utrecht, University Medical Centre Utrecht, Utrecht, The Netherlands.
Fokie CnossenDepartment of Artificial Intelligence, Bernoulli Institute of Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, The Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEffective communication amongst operating room (OR) teams is crucial for ensuring patient safety and optimizing surgical outcomes. This study aimed to investigate communication within the context of physiologically assessed workload during cardiac surgeries. Specifically, the relationship between team members' workload and both case-relevant and case-irrelevant communication exchanges was explored, as well as their association with the length of surgical phases.

methodsIntraoperative communication exchanges were annotated from incision until skin closure across 24 recorded cardiac surgeries (>100h surgery time). OR team members wore heart rate monitors throughout the surgical procedures. HRV was calculated as the RMSSD across 5-minute non-overlapping windows. Mixed effect models were used to assess the relationship between workload and the frequency of communication exchanges across OR roles and surgical phases.

resultsRelevant communication was most frequent during the initiation and discontinuation of extracorporeal bypass, while case-irrelevant communication was most frequent during the final closing phase of surgery. Team members were more likely to engage in case-irrelevant communication during periods of reduced workload (χ2 = 30.15, p = .001). However, this did not necessarily align with the workload of other team members, as increased workload was associated with more frequent case-irrelevant communication initiated by other team members (χ2 = 5.97, p = .015). Workload and case-relevant communication had a significant effect on surgical phase length.

conclusionsThe findings highlight the dynamic relationship between workload and intraoperative communication patterns. Integrating observational data with physiological indicators of workload appears a promising approach to studying team dynamics in the operating room, though further research is needed to advance the use of such methods for improving team performance.

Indexed as

Cardiac Surgical ProceduresCommunicationPatient Care TeamWorkloadHeart RateHumansOperating Rooms

Identifiers

PMID42378211
PMCPMC13318023

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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.