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De-Identification Blog

Methods, Tools, and Best Practices for Automated Data De-identification.

What is driving the adoption of robotics in hospital logistics? Hospitals are rapidly deploying robotics to alleviate staffing shortages and improve operational efficiency. With a market valued between $1.5 and $3.9 billion...

What is multimodal de-identification and why is it necessary in healthcare? Healthcare data is inherently multimodal. It spans unstructured clinical notes, structured lab results, scanned PDFs, DICOM medical images, and...

What is consistent obfuscation and why does it matter in healthcare? Consistent obfuscation ensures that each instance of PHI is transformed the same way across all documents and data modalities....

What does “regulatory-grade de-identification” mean in healthcare? Regulatory-grade de-identification refers to a comprehensive approach that transforms or removes Protected Health Information (PHI) to meet the highest standards of privacy laws,...

What is HIPAA-compliant de-identification with human-in-the-loop AI? HIPAA-compliant de-identification with human-in-the-loop (HITL) workflows combines AI predictions with structured human oversight to ensure sensitive health data is anonymized with the highest...