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Read a free chapter of Beneath the Signal

“When Accuracy Isn’t Enough” — why the model is rarely the hard part in healthcare AI, and what actually earns trust.

The book

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Beneath the Signal is Christopher Hutchins’ new book on what AI cannot replace: the leadership work that makes healthcare data matter. This chapter, “When Accuracy Isn’t Enough,” is drawn from two decades inside health-system data and analytics. No fluff, no vendor pitch.

Prefer the whole book? Beneath the Signal is on Amazon.

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