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AI-ready · Error Handling

A compound that an AI hit-classification model scored as inactive turns out, months later during a manual re-review, to have been a real hit that got shelved. Walk me through how you handle the fallout and what changes in your screening pipeline afterward.

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First I quantify the actual damage before reacting: how long was it shelved, is the compound or close analogs still available, and did the false negative also affect similar compou…

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