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Incorporating clinically validated knowledge into LLMs enhances user-level explainability by allowing the model to base decisions on clinical concepts that are comprehensible and actionable for clinicians, potentially enabling the LLM to follow a clinician’s decision-making process through NeuroSymbolic AI, as proposed by Sheth, Roy, and Gaur (2023).

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