`ai_mask()` is a Databricks SQL function, in Public Preview and HIPAA compliant, that masks entity types named in a SQL array literal. Run against an expert-annotated clinical corpus with the...
Clinical de-identification benchmarks in 2026 put John Snow Labs Healthcare NLP at 0.96 PHI F1 on expert-annotated clinical notes, against 0.91 for Claude Opus 4.8, 0.89 for GPT-5.5, 0.86 for...
DICOM de-identification is workflow-specific because PHI can appear in metadata tags, free-text metadata fields, burned-in image pixels, and encapsulated PDF content. A production pipeline may need to inspect tags, apply...
Clinical de-identification requires removing the 18 HIPAA Safe Harbor identifier categories, the GDPR Article 9 special categories, and the contextual identifiers that make a patient re-identifiable in a longitudinal record....
The HIPAA Security Rule requires covered entities to implement mechanisms that record and examine activity in systems containing electronic PHI (45 CFR §164.312(b)). Generative AI Lab 7.8 adds an Audit...
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