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Naive codebook initialization is the hidden killer of extreme LLM quantization, and a smarter initialization scheme can unlock significant quality gains.
Repeat two-stage revision TKA for recurrent PJI demonstrates unacceptably low success rates and high amputation rates, particularly in younger patients.
Repeat two-stage revision for hip PJI demonstrates limited success, with over 40% of patients experiencing recurrent infection or requiring further intervention, highlighting the need for alternative strategies.
