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In particular, our study is the first to directly compare ClinicalBERT embeddings with traditional encoding methods (OHE and W2V) in the context of cardiovascular event prediction, thereby demonstrating the advantages of domain-specific embeddings in enhancing the accuracy and utility of clinical predictive models

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However, the role of oxidative stress has only been proven for some types of cancer, neurodegenerative disorders (e.g., Alzheimers, Parkinsons, and Huntingtons disease), and conditions involving chronic inflammation (Seet et al., 2010