Avicenna Healthcare NLP
Comprehensive NLP platform for EMR data analysis, processing 500K+ patient records for healthcare and insurance providers.
Overview
Avicenna is a comprehensive healthcare NLP platform that transforms Electronic Medical Records (EMR) into actionable intelligence, significantly reducing the time doctors need for patient assessments.
Architecture
- NLP pipeline using spaCy, SciSpacy, and AWS Comprehend Medical
- Both traditional and ML-based NLP techniques for clinical insight extraction
- HIPAA-compliant data processing and storage
- Integration with AWS (DynamoDB, S3, EC2)
Tech Stack
Python spaCy SciSpacy NegSpacy AWS Comprehend Medical DynamoDB S3 scikit-learn TensorFlow
Impact
- Processing 500K+ patient records
- Cut physician assessment time by 50%
- Serving US-based healthcare and insurance providers