John Snow Labs
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Clinical De-identification at Scale: Removing PHI from Text, PDFs, and Medical Images with Regulatory-Grade Accuracy

Clinical De-identification at Scale: Removing PHI from Text, PDFs, and Medical Images with Regulatory-Grade Accuracy

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Healthcare AI programs fail when protected health information (PHI) cannot be removed reliably from clinical data. At scale, de-identification must meet HIPAA Expert Determination standards, handle unstructured and multimodal data, and produce audit-ready outputs without moving data outside your environment.