Preoperative Prediction of Prolonged Operative Time in Laparoscopic Ovarian Cystectomy Using Convolutional Neural Network-Extracted Ultrasound Image Features | Synapse
March 3, 2026Open Access
Preoperative Prediction of Prolonged Operative Time in Laparoscopic Ovarian Cystectomy Using Convolutional Neural Network-Extracted Ultrasound Image Features
Key Points
Operative time can be effectively predicted using convolutional neural networks applied to ultrasound image features, enhancing surgical planning.
The analysis shows a clear connection between specific ultrasound features and the duration of the operation, aiding in preoperative assessments.
Assessment using convolutional neural networks on ultrasound images offers insight into operative time prediction in surgeries such as ovarian cystectomy.
These findings highlight the potential for improved preoperative strategies, yet further validation in diverse clinical settings is necessary.