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Model Risk

Managing model drift, bias, and failure in clinical AI before harm reaches patients.

AI Oversight

+2

The Procurement Trap

May 18, 2026

•

5 min read

The Procurement Trap

How standard IT contract language fails AI models, and who pays the price

Christopher Hutchins
Christopher Hutchins

AI Oversight

+2

The Chief AI Officer Mandate

May 4, 2026

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8 min read

The Chief AI Officer Mandate

Why Healthcare AI Needs a Single Point of Accountability

Christopher Hutchins
Christopher Hutchins

Clinical Decision Support

+1

When Reconstruction Breaks Down

Apr 6, 2026

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4 min read

When Reconstruction Breaks Down

Why AI-influenced decisions become difficult to trace once systems evolve in production

Christopher Hutchins
Christopher Hutchins

Patient Safety

+2

The Incident Response Fallacy

Mar 30, 2026

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4 min read

The Incident Response Fallacy

Why treating an AI failure like a normal IT incident leaves the real cause untouched

Christopher Hutchins
Christopher Hutchins

AI Oversight

+2

Your Board Will Ask About AI. The Question Will Come Too Late.

Mar 23, 2026

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4 min read

Your Board Will Ask About AI. The Question Will Come Too Late.

By the time the board asks the hard AI question, the answer is already overdue

Christopher Hutchins
Christopher Hutchins

AI Oversight

+2

Why Oversight Without Ownership Fails

Mar 16, 2026

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4 min read

Why Oversight Without Ownership Fails

Committees can watch an AI model, but only a named owner can stop it

Christopher Hutchins
Christopher Hutchins

AI Oversight

+2

The Oversight Debt Curve

Feb 23, 2026

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4 min read

The Oversight Debt Curve

Every AI model a health system adds without oversight compounds a hidden debt

Christopher Hutchins
Christopher Hutchins

Patient Safety

+2

The Audit Trail Illusion

Feb 2, 2026

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4 min read

The Audit Trail Illusion

An audit trail that records everything can still explain nothing

Christopher Hutchins
Christopher Hutchins

Patient Safety

+2

Keeping AI Grounded in the Real World

Dec 15, 2025

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4 min read

Keeping AI Grounded in the Real World

Why AI that works in the lab still has to prove itself at the bedside

Christopher Hutchins
Christopher Hutchins

Patient Safety

+2

The Most Dangerous Bias in Healthcare AI

Sep 1, 2025

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4 min read

The Most Dangerous Bias in Healthcare AI

The bias that does the most damage in healthcare AI is the one no one measures

Christopher Hutchins
Christopher Hutchins

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