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AIHCM - American Institute of Healthcare Management
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Digital Health & AI

Human Oversight of Clinical AI: Automation Bias and Safe Override

The skill of disagreeing with a machine that is usually right.

professional180 min6 lessons
Human Oversight of Clinical AI: Automation Bias and Safe Override

What you'll learn

  • Identify automation bias in a described clinical interaction
  • Evaluate an AI recommendation against independent clinical reasoning
  • Recognise conditions under which a model's performance is likely to fall
  • Apply an override decision and document it defensibly
  • Differentiate a one-off error from a systematic model failure
  • Plan an escalation route for a suspected AI safety issue

Course content

6 modules · 6 lessons

1. What Oversight Actually Means
  • What Oversight Actually MeansPreview30m
2. Automation Bias
  • Automation Bias30m
3. Knowing the Tool's Boundaries
  • Knowing the Tool's Boundaries30m
4. Maintaining Independent Reasoning
  • Maintaining Independent Reasoning30m
5. Overriding Well
  • Overriding Well30m
6. Escalating Systematic Failure
  • Escalating Systematic Failure30m