Related Experiment Video
Updated: Apr 17, 2026

A Teleoperated Robotic System-Assisted Percutaneous Transiliac-Transsacral Screw Fixation Technique
Published on: January 6, 2023
Validation of the Southampton Difficulty Scoring System in Robotic Liver Surgery and Development of the International
Soufyan El Adel1,2,3, Gabriela Pilz da Cunha1,2, Rong Liu4
1From the Department of Surgery, Amsterdam UMC, University of Amsterdam, the Netherlands (El Adel, Pilz da Cunha, van Dieren, Swijnenburg).
Background:
Robotic liver surgery (RLS) provides technical advantages over laparoscopic liver surgery, but no validated robotic-specific difficulty scoring system (DSS) exists. We evaluated the applicability of the Southampton DSS to RLS and developed a dedicated RLS difficulty model.
Study Design:
This multicenter retrospective cohort study included adults undergoing planned RLS across 24 international hepatobiliary centers. The Southampton DSS was assessed for calibration and discrimination in predicting intraoperative complications. Given limited performance, a robotic-specific model (International RoboLiver DSS) was developed using multivariable logistic regression with prolonged operative time (more than 280 minutes; 75th percentile) as a surrogate of technical difficulty. Model discrimination, calibration, and bootstrap internal validation were performed.
Results:
Among 1,497 RLS patients, higher Southampton DSS categories were associated with increased intraoperative complications (p = 0.003); however, discrimination was poor (area under the curve [AUC] 0.571, 95% CI 0.530 to 0.612) with miscalibration (slope 0.43; intercept 0.06). Independent predictors of prolonged operative time included neoadjuvant chemotherapy, earlier extrahepatic surgery, lesion greater than 50 mm, multiple lesions, bilobar disease, and technically or anatomically major resection. The International RoboLiver DSS demonstrated moderate discrimination (AUC 0.719, 95% CI 0.686 to 0.751) with excellent calibration (intercept 0.00; slope 1.14). Bootstrap validation confirmed model stability (corrected AUC 0.719).
Conclusions:
Difficulty factors in RLS partially overlap with laparoscopic liver surgery but are not directly transferable. The International RoboLiver DSS provides a calibrated, robot-specific tool for preoperative complexity stratification and operative planning in RLS. External validation is required.
More Related Videos
05:28Author Spotlight: Enhancing Upper Limb Rehabilitation in Stroke Patients Through Advanced Robotic and Neuromodulation Technologies
Published on: October 11, 2024
11:03Robotic Left Hepatectomy using Indocyanine Green Fluorescence Imaging for an Intrahepatic Complex Biliary Cyst
Published on: June 24, 2022