Machine learning for technical skill assessment in surgery: a systematic review
Accurate and objective performance assessment is essential for both trainees and certified
surgeons. However, existing methods can be time consuming, labor intensive, and subject …
surgeons. However, existing methods can be time consuming, labor intensive, and subject …
Evaluation of objective tools and artificial intelligence in robotic surgery technical skills assessment: a systematic review
MWE Boal, D Anastasiou, F Tesfai… - British Journal of …, 2024 - academic.oup.com
Background There is a need to standardize training in robotic surgery, including objective
assessment for accreditation. This systematic review aimed to identify objective tools for …
assessment for accreditation. This systematic review aimed to identify objective tools for …
Review of automated performance metrics to assess surgical technical skills in robot-assisted laparoscopy
Introduction Robot-assisted laparoscopy is a safe surgical approach with several studies
suggesting correlations between complication rates and the surgeon's technical skills …
suggesting correlations between complication rates and the surgeon's technical skills …
Surgical tool classification and localization: results and methods from the MICCAI 2022 SurgToolLoc challenge
The ability to automatically detect and track surgical instruments in endoscopic videos can
enable transformational interventions. Assessing surgical performance and efficiency …
enable transformational interventions. Assessing surgical performance and efficiency …
Surgical visual domain adaptation: Results from the MICCAI 2020 SurgVisDom challenge
Surgical data science is revolutionizing minimally invasive surgery by enabling context-
aware applications. However, many challenges exist around surgical data (and health data …
aware applications. However, many challenges exist around surgical data (and health data …
Objective performance indicators of cardiothoracic residents are associated with vascular injury during robotic-assisted lobectomy on porcine models
Surgical training relies on subjective feedback on resident technical performance by
attending surgeons. A novel data recorder connected to a robotic-assisted surgical platform …
attending surgeons. A novel data recorder connected to a robotic-assisted surgical platform …
Predicting Surgical Experience After Robotic Nerve-sparing Radical Prostatectomy Simulation Using a Machine Learning–based Multimodal Analysis of Objective …
N Schuler, L Shepard, A Saxton, J Russo… - Urology …, 2023 - auajournals.org
Introduction: Machine learning methods have emerged as objective tools to evaluate
operative performance in urological procedures. Our objectives were to establish machine …
operative performance in urological procedures. Our objectives were to establish machine …
[HTML][HTML] SDA-CLIP: surgical visual domain adaptation using video and text labels
Background Surgical action recognition is an essential technology in context-aware-based
autonomous surgery, whereas the accuracy is limited by clinical dataset scale. Leveraging …
autonomous surgery, whereas the accuracy is limited by clinical dataset scale. Leveraging …
A multifactorial evaluation of objective performance indicators and video analysis in the context of case complexity and clinical outcomes in robotic-assisted …
Background The increased digitization in robotic surgical procedures today enables
surgeons to quantify their movements through data captured directly from the robotic system …
surgeons to quantify their movements through data captured directly from the robotic system …
[HTML][HTML] Robotic colorectal surgery training: Portsmouth perspective
GN Piozzi, S Subramaniam… - Annals of …, 2024 - pmc.ncbi.nlm.nih.gov
This study aims to discuss the principles and pillars of robotic colorectal surgery training and
share the training pathway at Portsmouth Hospitals University NHS Trust. A narrative review …
share the training pathway at Portsmouth Hospitals University NHS Trust. A narrative review …