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521 Association Between Timing of Cellulitis Diagnosis Prior to TKA and Risk of 2-Year PJI: A Stratum-Specific Likelihood Ratio Study

522 Two-stage Exchange TKAs for PJI After Failed DAIR were Associated with High Reinfection Rate: Long-term Outcomes In 246 Cases

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