Trained overnight model says 'ask a doctor' when unsure: errors drop from 46 to 13

MaziyarPanahi · x · 2026-10-28

The author trained a small open model overnight with a confidence-threshold strategy: it only answers on its own when 90%+ confident and hands everything else to a human with "not sure, ask a doctor."

Result: on cases it answered alone, mistakes dropped from 46 to 13. A simple, replicable selective-prediction / human-handoff pattern for high-stakes domains like healthcare.

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