Transparency and explainability for the understandable: Which responsible-AI principles most directly
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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- 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.
- 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.
- 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.
- 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.
How many of these would you get right?
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Every answer, right and wrong, comes with its own explanation.
