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Confidence-Gated AI: When Should a Model Refuse to Auto-Correct?

This story is from 2026-09-16. It is preserved in the archive; the latest stories are on the live feed.

What building a medical transcription pipeline taught me about the difference between a model being sure, and a model being right. The 10x A patient was discharged to a rehab facility on an insulin dosage of 80 units. The prescriber had said 8. Somewhere between the clinician's voice and the chart,…

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  1. 2026-09-16 17:33 · DEV Community — Machine Learning
    Confidence-Gated AI: When Should a Model Refuse to Auto-Correct?

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