Pharma & Biotechdocument classification with topic extractionresearch-stage proposed workflow with clear applicability to sponsor and registry analytics, but not evidenced in the source as a broadly deployed production system.

Clinical trial termination risk prediction from protocol text using LDA-derived features

An AI system reads the written description of a clinical trial, turns it into themes/topics, and uses those themes to estimate whether the trial is likely to be terminated early.

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