8min chapter

Practical AI: Machine Learning, Data Science, LLM cover image

Using edge models to find sensitive data

Practical AI: Machine Learning, Data Science, LLM

CHAPTER

Exploring 'dark PHI' and the challenges of applying AI in healthcare

The chapter dives into the concept of 'dark PHI' and the difficulties in detecting sensitive health information within unstructured data formats like PDFs, stressing the balance between data access and security for clinicians. It also examines the unique obstacles faced in leveraging AI and machine learning in healthcare, including limited real patient data for model training, data heterogeneity among organizations, and challenges in data labeling and monitoring for bias.

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