Plain explanation
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Current learning moveOrient
Clarify a term, inspect evidence, or place an idea in context.
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Clarify a term, inspect evidence, or place an idea in context.
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Plain explanation
Example
A claims system recommends a category, but a trained reviewer sees evidence and uncertainty before accepting or changing the consequential decision.Why it matters
A human checkpoint can catch context the system misses, yet it can also become overloaded, automatic, or symbolic. Effectiveness must be measured rather than assumed from the label.Common misunderstanding
Misconception: adding any person anywhere makes an automated process safe. Correction: the role must be meaningful, supported, and located before the relevant consequence.Sources and scope
Supports defined human roles, accountability, monitoring and risk management; it does not assume that any human checkpoint is effective by default.