Evidence map›Paper›PMID 42832096›Full record

ArticleJournal of robotic surgery2026

Measurement of trainee autonomy in robotic-assisted lung resections using objective performance indicators.

Aaron Guo, Jad Elharake, Chandler Lowe, Mahmoud Abdel-Rasoul, Marissa Guo, Shi-Hao Lee, Mallory Shields, Daniel Oh, Ioana Baiu, Peter J Kneuertz and 2 more

Abstract read
In one paragraph

Article in Journal of robotic surgery, 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

12 authors.

Aaron GuoDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Jad ElharakeDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Chandler LoweDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Mahmoud Abdel-RasoulCenter for Biostatistics, Department of Biomedical Informatics, The Ohio State University Wexner Medical Center, Columbus, OH, USA.
Marissa GuoDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Shi-Hao LeeResearch Division, Intuitive Surgical Inc., Sunnyvale, CA, USA.
Mallory ShieldsResearch Division, Intuitive Surgical Inc., Sunnyvale, CA, USA.
Daniel OhResearch Division, Intuitive Surgical Inc., Sunnyvale, CA, USA.
Ioana BaiuDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Peter J KneuertzDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Robert E MerrittDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA.
Desmond M D'SouzaDivision of Thoracic Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, 410 10th Avenue, N835 Doan Hall, Columbus, OH, 43210, USA. Desmond.d'souza@osumc.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Trainee autonomy in robotic-assisted thoracic surgery is critical for growth but difficult to quantify. Robotic platforms can log intraoperative kinematic and event data that can be transformed into metrics known as objective performance indicators (OPIs). This study sought to use OPIs obtained during robotic-assisted anatomic lung resections to assess trainee console autonomy at a high-volume robotic center. OPI data were obtained from 59 lobectomies and segmentectomies performed on a multi-port robotic platform between March 2022 and May 2023. Cases were divided into anatomic steps and annotated by a team of verified video reviewers. Console autonomy was assessed based on average path length (PL) of controllers and active time (AT) on the trainee console as a ratio compared to the overall PL and AT of the operation. Cases included 51 (86%) lobectomies and 8 (13%) segmentectomies. Average overall PL ratio was 0.15 (SD 0.17) and overall AT ratio was 0.23 (SD 0.23) for senior trainees. Autonomy was highest for inferior pulmonary ligament division (PL ratio = 0.39, AT ratio = 0.42) while lowest with pulmonary artery dissection (PL ratio = 0.10, AT ratio = 0.14). There was a significant association between AT and PL ratio with estimated blood loss (PL p = 0.036, AT p = 0.047). AT and PL ratios can provide objective surrogates of autonomy in thoracic surgery and can be stratified by individual case components. OPIs will offer valuable metrics for surgical education and assessment as national accrediting bodies shift graduation requirements towards case component proficiency over volume.

Indexed as

Clinical CompetencePneumonectomyProfessional AutonomyRobotic Surgical ProceduresHumansObjective performance indicatorRobotic-assisted thoracic surgerySurgical educationTrainee autonomy

Identifiers

PMID42832096
PMCPMC13638706

What Socratic 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 Socratic graph.