| --- |
| license: apache-2.0 |
| library_name: transformers |
| --- |
| # MedAssistPro |
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| <div align="center"> |
| <img src="figures/fig1.png" width="60%" alt="MedAssistPro" /> |
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| <hr> |
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| <div align="center" style="line-height: 1;"> |
| <a href="LICENSE" style="margin: 2px;"> |
| <img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/> |
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| ## 1. Introduction |
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| MedAssistPro represents a breakthrough in medical AI assistants. This latest version incorporates advanced clinical knowledge integration and has been extensively trained on de-identified medical records, clinical guidelines, and peer-reviewed literature. The model excels in understanding complex medical terminology and providing evidence-based clinical decision support. |
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| <p align="center"> |
| <img width="80%" src="figures/fig3.png"> |
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| Compared to our previous release, MedAssistPro demonstrates remarkable improvements in clinical reasoning capabilities. In the MedQA-USMLE benchmark, accuracy improved from 65% to 82.3%. This enhancement stems from our novel medical knowledge distillation technique that ensures both accuracy and interpretability in clinical contexts. |
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| Beyond diagnostic support, MedAssistPro also features improved drug interaction detection, enhanced ICD-10 coding accuracy, and better clinical note summarization capabilities. |
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| ## 2. Evaluation Results |
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| ### Comprehensive Benchmark Results |
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| <div align="center"> |
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| | | Benchmark | ClinicalBERT | BioBERT | PubMedGPT | MedAssistPro | |
| |---|---|---|---|---|---| |
| | **Diagnostic Tasks** | Diagnosis Accuracy | 0.712 | 0.735 | 0.751 | 0.711 | |
| | | Drug Interaction | 0.689 | 0.701 | 0.723 | 0.774 | |
| | | Medical QA | 0.756 | 0.772 | 0.789 | 0.884 | |
| | **Clinical Documentation** | Clinical Notes | 0.671 | 0.685 | 0.702 | 0.658 | |
| | | Radiology Report | 0.622 | 0.641 | 0.659 | 0.676 | |
| | | Medical Summarization | 0.695 | 0.711 | 0.728 | 0.809 | |
| | **Clinical Decision Support** | Patient Triage | 0.733 | 0.749 | 0.761 | 0.839 | |
| | | Symptom Extraction | 0.788 | 0.801 | 0.815 | 0.766 | |
| | | Treatment Recommendation | 0.651 | 0.668 | 0.682 | 0.728 | |
| | **Coding & Classification**| Lab Result Interpretation | 0.702 | 0.718 | 0.731 | 0.804 | |
| | | ICD Coding | 0.768 | 0.781 | 0.793 | 0.740 | |
| | | Adverse Event Detection | 0.718 | 0.729 | 0.745 | 0.797 | |
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| ### Overall Performance Summary |
| MedAssistPro achieves state-of-the-art performance across clinical NLP benchmarks, with particularly strong results in diagnostic accuracy and clinical reasoning tasks. |
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| ## 3. Clinical Integration & API |
| We provide a HIPAA-compliant API for healthcare institutions to integrate MedAssistPro. Contact our enterprise team for deployment options. |
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| ## 4. How to Run Locally |
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| Please refer to our clinical deployment guide for information about running MedAssistPro in your healthcare environment. |
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| Key configuration recommendations: |
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| 1. Enable clinical context mode for optimal performance. |
| 2. Configure confidence thresholds appropriate for your clinical workflow. |
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| ### System Prompt |
| We recommend the following clinical system prompt: |
| ``` |
| You are MedAssistPro, a clinical decision support assistant. |
| Today is {current date}. |
| Always provide evidence-based recommendations with appropriate citations. |
| ``` |
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| ### Temperature |
| For clinical applications, we recommend setting temperature to 0.3 for consistent, deterministic outputs. |
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| ### Integration with EHR Systems |
| MedAssistPro supports FHIR R4 and HL7v2 message formats for seamless EHR integration. |
| ``` |
| ehr_config = { |
| "fhir_endpoint": "{fhir_server_url}", |
| "auth_method": "oauth2", |
| "patient_context": True |
| } |
| ``` |
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| ## 5. License |
| This model is licensed under the [Apache 2.0 License](LICENSE). Usage in clinical settings requires compliance with local medical device regulations and appropriate clinical validation. |
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| ## 6. Contact |
| For enterprise inquiries and clinical partnership opportunities, contact us at enterprise@medassistpro.health. |
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