This chapter explores the difficulties in safeguarding personal health information (PHI) using AI models, focusing on overcoming false positives and unknown false negatives. It emphasizes the need for accurate risk assessment and vulnerability detection, along with challenges in data labeling, model training, and optimizing AI models for healthcare environments.

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