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Periodic reassessment prevents overtreatment; if growth normalizes or plates close closure, clinicians taper or stop therapies to avert unnecessary possibility.
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Practical AI governance for threat assessment: when models disagree, log why, write down assumptions, name the human who makes the final call, and set a follow-up review date based on your risk level, not a fixed calendar.
How threat assessment teams can use AI with a clear paper trail: compare models when they disagree, write down the assumptions, name the human who makes the call, and set a review date for each case
When AI models disagree on a threat assessment, we log where and why. Each call records its assumptions, names the person who owns the final decision, and sets a follow-up review date based on the risk, not a fixed 30 days