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README.md
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---
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language: en
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license: apache-2.0
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tags:
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- token-classification
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- ner
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- hipaa
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- phi
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- healthcare
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- privacy
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- distilbert
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datasets:
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- custom
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pipeline_tag: token-classification
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---
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# HIPAA PHI Detector (DistilBERT)
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A fine-tuned DistilBERT model for detecting Protected Health Information (PHI) in text, covering all 18 HIPAA Safe Harbor categories.
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## Model Details
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- **Architecture**: DistilBERT (66M params) with token classification head
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- **Training**: Fine-tuned on 5,000+ synthetic HIPAA examples
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- **Labels**: 37 BIO labels (18 entity types x 2 + O)
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- **Framework**: PyTorch / HuggingFace Transformers
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## Supported Entity Types
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| Label | HIPAA Category |
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|-------|---------------|
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| NAME | Names |
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| LOCATION | Geographic subdivisions |
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| DATE | Dates |
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| PHONE | Phone numbers |
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| FAX | Fax numbers |
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| EMAIL | Email addresses |
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| SSN | Social Security numbers |
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| MRN | Medical record numbers |
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| HEALTH_PLAN | Health plan beneficiary numbers |
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| ACCOUNT | Account numbers |
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| LICENSE | Certificate/license numbers |
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| VEHICLE | Vehicle identifiers |
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| DEVICE | Device identifiers |
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| URL | Web URLs |
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| IP | IP addresses |
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| BIOMETRIC | Biometric identifiers |
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| PHOTO | Photographic images |
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| OTHER | Any other unique identifying number |
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## Usage
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```python
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from transformers import pipeline
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pipe = pipeline("token-classification", model="mkocher/hipaa-phi-detector", aggregation_strategy="simple")
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results = pipe("Patient John Smith, SSN 123-45-6789")
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```
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Or with the `aare-core` package:
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```python
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from aare import HIPAAGuardrail
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guardrail = HIPAAGuardrail()
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result = guardrail.check("Patient John Smith, SSN 123-45-6789")
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if result.blocked:
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print(f"PHI detected: {result.violations}")
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```
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## License
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Apache 2.0
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