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Development and validation of an objective skills scoring system for robotic inguinal hernia repairs

Aditya Amit Godbole iD, Maria Clara Morais, Emaad J. Iqbal, Mattia Ballo, Blake T. Beneville, Andrew Yee, Flavio Malcher, Michael M. Awad, Filippo Filicori

DOI10.1038/s41746-026-03375-x
PublisherSpringer Science and Business Media LLC
Journal / Sourcenpj Digital Medicine
Published2026-10-09
Metadata Deposited2026-10-09 (updated: 2026-10-09)
Subject—
Languageen
ISSN2398-6352
Typejournal-article
Volume / Issue / Pages— / — / —
Citations0
References deposited0
Access / license metadataOpen license identified License 1 ↗A reuse license does not by itself establish whether the full text is freely readable.

Abstract

Abstract Competency-based surgical education requires objective, scalable assessment of technical skill, yet existing rating scales are subjective. Objective performance indicators (OPIs) derived from console kinematics, offer a solution; however, they lack a validated scoring framework. We developed and externally validated an OPI-based scoring system from robotic transabdominal preperitoneal inguinal hernia repairs performed by 6 attendings and 41 trainees at an academic center (2023–2026). Nineteen OPIs across four tasks were grouped into eight domains, reduced by principal component analysis, and integrated into task-specific 0–100 composite scores via ridge logistic regression. Among 2588 tasks from 392 cases, cross-validated AUCs for attending-trainee discrimination were 0.62–0.74, and composite scores increased from postgraduate year 2 to attending (Spearman ρ, 0.94–1.00; P  ≤ 0.005). In an independent external cohort (84 observations, 21 cases), the overall AUC was 0.84 (95% CI, 0.69–0.93). This framework enables objective technical skills assessment in robotic hernia repair.