AOSSM Specialty Day 2023 with ISAKOS with CME-1. AOSSM-ISAKOS - Session VII

Video Transcription

Video Summary

In this video, Ron Gilat presents an evidence-based machine learning algorithm for predicting failure following cartilage procedures in the knee. The algorithm was developed through a retrospective study with a large cohort of 1,091 patients. Various preoperative and intraoperative variables were collected to assess their impact on outcomes. The machine learning algorithms accurately predicted the risk of failure and allowed for the comparison of specific patient procedure combinations. However, it is important to note that the study has limitations and the algorithms are not intended to replace surgeons but rather assist in decision-making. The video concludes with a mention of a chatbot tool for quick treatment recommendations and a mention of an editorial on machine learning in orthopedics.

Keywords

machine learning algorithm

predicting failure

cartilage procedures

knee

retrospective study