Evidence map›Paper›PMID 40839192›Full record

ArticleJournal of robotic surgery2025

Subjective workload in operating room team members during robotic hernia procedures.

Daphne Remulla, Cammy Tang, Kimberly P Woo, William C Bennett, Alvaro Carvalho, Brianna L Slatnick, Kimberly S Miles, Benjamin T Miller, Lucas R Beffa, David M Krpata and 2 more

Abstract read
In one paragraph

Article in Journal of robotic surgery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

12 authors.

Daphne RemullaDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA. remulld@ccf.org.
Cammy TangCase Western Reserve University School of Medicine, Cleveland, OH, USA.
Kimberly P WooDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
William C BennettDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Alvaro CarvalhoDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Brianna L SlatnickDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Kimberly S MilesDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Benjamin T MillerDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Lucas R BeffaDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
David M KrpataDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Ajita S PrabhuDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
Clayton C PetroDepartment of Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While robotic surgery has been dominated by a single platform in the United States for over 25 years, the introduction of new robotic systems may have an impact on subjective workload. Therefore, we aimed to establish baseline workload measurements for operating room team members using the DaVinci surgical robot during robotic hernia procedures, providing reference points for evaluating team adaptation as new robotic platforms are introduced. Within the operating room, subjective workload refers to the physical, cognitive, and temporal demands experienced during surgical procedures. We prospectively collected NASA-TLX surveys from surgeons, circulators, and scrub staff performing robotic hernia repairs between February-December 2024. Baseline demographics and prior robotic experience were collected for each participant. Surveys assessed subjective workload across six NASA-TLX domains and surgeon assessment of case complexity relative to other procedures (Easiest 1/3, Average, Hardest 1/3). Case-specific information was extracted from the electronic medical record. We used linear mixed-effects models (LMMs) to analyze role-based and complexity-related workload, which accounts for within-subject correlation from repeated measurements collected from the same individuals across different surgical cases. A total of 131 post-operative surveys were analyzed from 14 participants across 72 robotic hernia cases. Robotic OR team members reported similar baseline workload with the highest overall workload reported by circulators (mean 30.6, 95% CI 22.1-39.2), followed by scrub staff (mean 25.1, 95% CI 16.5-33.7). Surgeons experienced the lowest overall workload (mean 24.4, 95% CI 10.2-38.6), however, demonstrated a significant stepwise increase in workload with increasing case complexity (mean 11.4 to 41.5, Cohen's d = 3.41, 95% CI [2.31, 4.51], p < 0.0001), while circulators and scrub staff were unaffected. Comparisons across NASA-TLX domains showed that circulators reported significantly worse self-assessed performance (mean difference vs. surgeons: 14.97, 95% CI [8.84, 21.10], p = 0.001; vs. scrub staff: 9.60, 95% CI [4.21, 14.99], p = 0.002) and higher effort compared to other team members (mean difference vs scrub staff: 11.07, 95% CI [3.20, 18.94], p = 0.017). These findings provide one of the first role-specific benchmarks for intraoperative workload in robotic hernia surgery, representing essential reference metrics against which new robotic platforms can be evaluated. Further exploration of these role-specific challenges is needed to determine if there are opportunities to optimize workload to improve patient safety, team efficiency, and staff well-being as new platforms are adopted.

Indexed as

HerniorrhaphyOperating RoomsPatient Care TeamRobotic Surgical ProceduresWorkloadAdultFemaleHumansMaleMiddle AgedProspective StudiesSurgeonsSurveys and QuestionnairesCirculating nursesHernia repairNASA-TLXScrub staffSubjective workload

Identifiers

PMID40839192
PMCPMC12370815

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.