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523 Personalized Risk Stratification for Total Knee Arthroplasty: Insights from Machine Learning Models

524 Multimodal Deep Learning Models Integrating Preoperative Imaging and Clinical Data to Predict One-Year Patient-Reported Outcomes After Total Knee Arthroplasty

525 Evaluating the Utility and Acceptability of an AI-Powered Care Aid for Preoperative Patient Inquiries in Joint Replacement Surgery

526 “Fairness” Analysis of Machine Learning Models Predicting Readmission and Prolonged Length of Stay Following Total Knee Arthroplasty in Underrepresented Populations

527 Predicting PROMs, Satisfaction, Healthcare Utilization, and Return to Work After TKA Using Machine Learning: A 14,900-Patient Study