A fail-closed clinical data workflow chaining GLiNER, DeBERTa and Jev to block medication conflicts
MaziyarPanahi · x · 2026-09-21
The author turned a bar joke into a clinical workflow with three model families doing three jobs: GLiNER extracts entities like metformin, DeBERTa detects contradictions, and Jev returns blockconflict so the code stops the update and routes it to human review. A neat example of fail-closed validation using small specialized models instead of one big LLM.
Related event: Three-Model Pipeline Catches Clinical Drug Interaction Conflicts(3 posts)→
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