Despite the varied models and predictors, preoperative hemoglobin and patient age consistently emerged as highly significant across multiple studies ( Table 2 ).
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Artificial intelligence in the prediction of intraoperative red blood cell transfusion in cardiac surgery: a systematic review and diagnostic test accuracy meta-analysis.
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