Decoding surgical skill: an objective and efficient algorithm for surgical skill classification based on surgical gesture features -experimental studies.

BACKGROUND: Various surgical skills lead to differences in patient outcomes and identifying poorly skilled surgeons with constructive feedback contributes to surgical quality improvement. The aim of the study was to develop an algorithm for evaluating surgical skills in laparoscopic cholecystectomy based on the features of elementary functional surgical gestures (Surgestures). MATERIALS AND METHODS: Seventy-five laparoscopic cholecystectomy videos were collected from 33 surgeons in five hospitals. The phase of mobilization hepatocystic triangle and gallbladder dissection from the liver bed of each video were annotated with 14 Surgestures. The videos were grouped into competent and incompetent based on the quantiles of modified global operative assessment of laparoscopic skills (mGOALS). Surgeon-related information, clinical data, and intraoperative events were analyzed. Sixty-three Surgesture features were extracted to develop the surgical skill classification algorithm. The area under the receiver operating characteristic curve of the classification and the top features were evaluated. RESULTS: Correlation analysis revealed that most perioperative factors had no significant correlation with mGOALS scores. The incompetent group has a higher probability of cholecystic vascular injury compared to the competent group (30.8 vs 6.1%, P =0.004). The competent group demonstrated fewer inefficient Surgestures, lower shift frequency, and a larger dissection-exposure ratio of Surgestures during the procedure. The area under the receiver operating characteristic curve of the classification algorithm achieved 0.866. Different Surgesture features contributed variably to overall performance and specific skill items. CONCLUSION: The computer algorithm accurately classified surgeons with different skill levels using objective Surgesture features, adding insight into designing automatic laparoscopic surgical skill assessment tools with technical feedback.

Primary Two-Layered Closure of the Common Bile Duct Reduces Postoperative Bile Leakage After Laparoscopic Common Bile Duct Exploration.

Objective: The effectiveness and feasibility of the primary closure after laparoscopic common bile duct exploration (LCBDE) have been well demonstrated, however, the incidence of postoperative bile leakage after LCBDE remains high. The current study aimed at investigating whether our new suturing method could reduce the risk of bile leakage after LCBDE. Materials and Methods: This retrospective study included 81 patients who underwent primary two-layered closure or traditional primary closure of the common bile duct (CBD) after LCBDE, and the related clinical data were compared and analyzed. Results: The primary two-layered closure group had a lower rate of bile leakage compared with the traditional primary closure group (P < .05). There were no significant differences in additional parameters, such as operative time, estimated blood loss, postoperative stay duration, time to drain removal, postoperative pancreatitis, stone recurrence, and overall morbidity. No patients developed bile duct stenosis during the follow-up period. Conclusions: Primary two-layered closure of CBD can reduce the postoperative bile leakage after LCBDE. Moreover, it is a safe and effective therapeutic option for patients with choledocholithiasis.