Human in the loop
A setup where a person reviews or approves an AI output before it acts. It only adds safety when the human is genuinely engaged with the decision, not just clicking approve.
A tool drafts replies to patient portal messages, and a physician must click approve before anything is sent. After two months the audit log shows a median of eight seconds per approval, for drafts that average 150 words and often mention medications, which is too little time to read them. Track review time and edit rate per approver, and change the screen so the patient's message and relevant results sit beside the draft, with every medication statement needing its own confirmation.
Terms like this come up in real clinical scenarios across the HelloAI courses: bite-sized modules with verifiable certificates. An account takes one minute, no password needed.
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