Every de-identification program reaches the same moment. A new batch arrives — a million notes from a new hospital, a new note type, a year of fresh records. Someone asks:...
Automated ICD-10, CPT, LOINC, and SNOMED mapping breaks on negation, timing, and family context. See the technical framework and production evidence behind it. Entity recognition alone can't tell a negated...
LLMs write fluent clinical text but don't reliably normalize or verify it. See the evidence for why knowledge graphs remain essential to clinical AI. Terminology models return the same code...
HEDIS isn't being retired, but its hybrid data-collection method is. See what digital quality measures and ECDS reporting require from clinical data infrastructure through 2030. Chart abstraction reviews a 15%–20%...
A clinical NLP pipeline that reaches 96% F1 in validation can still underperform against live hospital data, and the reason rarely traces back to the model. It traces back to...
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