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This suggests that while OHE may still be a valid option for straightforward, code-based classification tasks, ClinicalBERT is more effective for complex, multifactorial prediction tasks such as predicting MACE within one year after procedures like PCI or CABG, as it captures deeper semantic relationships among diagnoses, medications, and clinical baseline data

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