Benchmark Databricks ai_mask() for clinical de-identification: 0.71 PHI F1 vs. 0.96 for John Snow Labs Healthcare NLP, with key accuracy and compliance gaps
`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...
Hand a language model a difficult clinical case and it will hand you a diagnosis. Quickly, fluently, with an air of total certainty. Quite often it will also be wrong,...
Many data scientists have asked what and when to use AWS Medical Comprehend vs. John Snow Labs Healthcare NL. In this blog, we explore the aspects and differentiators of John...
NLP Summit Experts Share Perspectives on How Advanced NLP Technologies for Healthcare, Finance, Legal Will Shape Their Industries and Unleash Better & Faster Results. According to the data collected by...
Demos
See More