Transparency and explainability for the understandable | AIGP
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Transparency and explainability for the understandable: Which responsible-AI principles most directly

AIGP Understanding the Foundations of AI Governance Hard

An understandable rationale maps to transparency and explainability, a human override to human-centricity, and recorded answerability to accountability.

The question

A hospital deploys an AI triage tool with three requirements: clinicians must understand why a patient was prioritized, a nurse must be able to override any recommendation, and the vendor must record who is answerable if the tool errs. Which responsible-AI principles most directly correspond to these three requirements, in order?

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  1. Privacy and security for the understandable rationale, human-centricity for the nurse override, and safety and reliability for the recorded answerability of errors.
    Plausible but wrong: only the override is mapped correctly; a rationale is not a privacy control and answerability is accountability, not reliability.
  2. Transparency and explainability for the understandable rationale, fairness for the nurse override, and privacy and security for the answerability record.
    Plausible but wrong: the rationale mapping is right, but a human override is human-centricity, not fairness, and answerability is accountability.
  3. Safety and reliability for the understandable rationale, accountability for the nurse override, and fairness for the recorded answerability of any errors.
    Plausible but wrong: it swaps the roles, since accountability governs answerability, not the override, and the rationale is explainability.
  4. Transparency and explainability for the understandable rationale, human-centricity for the nurse override, and accountability for the answerability record. ✓
    Correct: an understandable rationale is transparency and explainability, a human override reflects human-centricity, and recording who answers for errors is accountability.
The trap
Treating a human-override capability as a fairness measure rather than as human-centricity.

How to remember it

An understandable rationale maps to transparency and explainability, a human override to human-centricity, and recorded answerability to accountability.

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