[ترجمہ ضروری ہے]
The 50% Miss Rate Problem
A 2025 survey of LLM-based de-identification tools (arXiv:2509.14464) found that general-purpose LLM tools miss more than 50% of clinical PHI in multilingual documen
[ترجمہ ضروری ہے] A 2025 study found LLMs miss more than 50% of clinical PHI in multilingual documents.
[ترجمہ ضروری ہے]
A 2025 survey of LLM-based de-identification tools (arXiv:2509.14464) found that general-purpose LLM tools miss more than 50% of clinical PHI in multilingual documen
HHS OCR reported 725 HIPAA breaches in 2024 affecting 275M records — the highest ever. $10.22M average healthcare breach cost.
صحت کی دیکھ بھالA mid-size hospital processes 50,000 handwritten intake forms per year. Manual PII redaction at this volume requires 0.5 FTE.
صحت کی دیکھ بھالAI transcription systems can inadvertently put Patient A's PHI in Patient B's record. Here's why real-time PHI detection before EHR commit is the control.
48 زبانوں میں 285+ ادارتی اقسام کے ساتھ PII کی گمنامی شروع کریں۔