license: apache-2.0
library_name: transformers
MedicalNLP-BioGPT
1. Introduction
MedicalNLP-BioGPT is a specialized biomedical language model designed for clinical and healthcare applications. This model has been fine-tuned on extensive medical literature, clinical notes, and healthcare data to provide accurate insights for medical professionals.
The model excels in various medical NLP tasks including disease diagnosis, treatment recommendation, clinical note analysis, drug interaction detection, and symptom classification. It has been validated against multiple medical benchmarks and shows significant improvements over general-purpose language models.
Key capabilities include:
- Accurate disease diagnosis based on patient symptoms
- Evidence-based treatment recommendations
- Extraction of key information from clinical notes
- Detection of potential drug-drug interactions
- Classification of symptoms into medical categories
2. Evaluation Results
Comprehensive Medical Benchmark Results
| Benchmark | BioGPT-Base | ClinicalBERT | PubMedBERT | MedicalNLP-BioGPT | |
|---|---|---|---|---|---|
| Diagnostic Tasks | Diagnosis Accuracy | 0.612 | 0.635 | 0.651 | 0.625 |
| Symptom Classification | 0.589 | 0.612 | 0.628 | 0.736 | |
| Treatment Tasks | Treatment Recommendation | 0.521 | 0.548 | 0.565 | 0.662 |
| Drug Interaction | 0.478 | 0.502 | 0.525 | 0.612 | |
| Information Extraction | Clinical Note Extraction | 0.668 | 0.691 | 0.712 | 0.750 |
Overall Performance Summary
MedicalNLP-BioGPT demonstrates strong performance across all evaluated medical benchmark categories, with particularly notable results in diagnostic and information extraction tasks.
3. Clinical API Access
We offer a secure clinical API for healthcare institutions to integrate with MedicalNLP-BioGPT. Please contact our medical team for HIPAA-compliant deployment options.
4. How to Run Locally
Please refer to our code repository for more information about running MedicalNLP-BioGPT locally. Note that this model requires appropriate medical context and should be used by healthcare professionals.
System Prompt
We recommend using the following system prompt:
You are MedicalNLP-BioGPT, a specialized biomedical AI assistant.
Always provide evidence-based medical information and cite relevant sources when possible.
Remind users that AI-generated medical advice should be verified by healthcare professionals.
Temperature
For medical applications, we recommend a lower temperature of 0.3 to ensure more deterministic and accurate outputs.
5. License
This code repository is licensed under the Apache 2.0 License. The use of MedicalNLP-BioGPT models is subject to the same license. The model is intended for research and clinical decision support purposes.
6. Contact
For medical partnerships and clinical deployments, please contact us at medical@medicalnlp-biogpt.ai.