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Why Auto-Encoding Algorithms Still Require Manual Cleanup

calendar_today July 16, 2026 person Sneha Shetty domain saama

Every few months, a new vendor promises a “zero touch” clinical coding automation pipeline: feed in raw text, let the algorithm match it against MedDRA coding or the WHO Drug Dictionary, and watch the manual work disappear. It’s a clean pitch. Real trial data just doesn’t cooperate with it.

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