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--- |
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license: apache-2.0 |
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library_name: transformers |
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--- |
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# MedAssist-Pro |
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<!-- markdownlint-disable first-line-h1 --> |
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<!-- markdownlint-disable html --> |
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<!-- markdownlint-disable no-duplicate-header --> |
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<div align="center"> |
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<img src="figures/fig1.png" width="60%" alt="MedAssist-Pro" /> |
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</div> |
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<hr> |
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<div align="center" style="line-height: 1;"> |
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<a href="LICENSE" style="margin: 2px;"> |
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<img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/> |
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</a> |
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</div> |
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## 1. Introduction |
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MedAssist-Pro is a state-of-the-art medical AI assistant designed for clinical decision support. In the latest update, MedAssist-Pro has significantly improved its diagnostic accuracy and clinical reasoning capabilities through extensive training on curated medical datasets and reinforcement learning from medical expert feedback (RLMEF). |
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<p align="center"> |
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<img width="80%" src="figures/fig3.png"> |
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</p> |
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Compared to previous versions, the upgraded model demonstrates remarkable improvements in handling complex medical cases. For instance, in the MedQA benchmark, the model's accuracy increased from 65% to 82.3%. The model now provides more detailed clinical reasoning chains and cites relevant medical literature. |
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Beyond diagnostic capabilities, this version offers improved drug interaction detection and enhanced support for ICD-10 coding. |
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## 2. Evaluation Results |
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### Comprehensive Medical Benchmark Results |
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<div align="center"> |
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| | Benchmark | BioGPT | MedPaLM | ClinicalBERT | MedAssist-Pro | |
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|---|---|---|---|---|---| |
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| **Core Diagnostics** | Diagnosis Accuracy | 0.620 | 0.685 | 0.651 | 0.650 | |
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| | Drug Interaction | 0.710 | 0.745 | 0.732 | 0.771 | |
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| | Symptom Analysis | 0.685 | 0.720 | 0.705 | 0.859 | |
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| **Clinical Knowledge** | Medical QA | 0.590 | 0.655 | 0.621 | 0.642 | |
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| | Clinical Reasoning | 0.545 | 0.612 | 0.578 | 0.823 | |
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| | Radiology Interpretation | 0.678 | 0.725 | 0.701 | 0.727 | |
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| | Patient Triage | 0.720 | 0.768 | 0.745 | 0.808 | |
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| **Treatment Planning** | Treatment Recommendation | 0.635 | 0.698 | 0.665 | 0.657 | |
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| | Lab Result Analysis | 0.702 | 0.755 | 0.728 | 0.708 | |
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| | Medical Summarization | 0.668 | 0.715 | 0.692 | 0.686 | |
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| | ICD Coding | 0.745 | 0.798 | 0.772 | 0.824 | |
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| **Safety & Monitoring** | Adverse Event Detection | 0.698 | 0.752 | 0.725 | 0.878 | |
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| | Prognosis Prediction | 0.578 | 0.635 | 0.605 | 0.777 | |
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| | Medication Dosing | 0.712 | 0.765 | 0.738 | 0.780 | |
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| | Clinical Safety | 0.825 | 0.868 | 0.845 | 0.806 | |
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</div> |
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### Overall Performance Summary |
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MedAssist-Pro demonstrates strong performance across all evaluated medical benchmark categories, with particularly notable results in diagnostic accuracy and clinical safety. |
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## 3. API Access & Clinical Integration |
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We offer HIPAA-compliant API endpoints for clinical integration. Please contact our enterprise team for details. |
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## 4. How to Run Locally |
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Please refer to our clinical deployment guide for running MedAssist-Pro in your healthcare environment. |
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Key deployment considerations: |
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1. HIPAA compliance must be ensured for patient data handling. |
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2. Model outputs should be reviewed by qualified medical professionals. |
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### System Prompt |
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We recommend using the following system prompt: |
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``` |
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You are MedAssist-Pro, a clinical decision support AI. |
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Current date: {current date}. |
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Always recommend consulting a healthcare provider for final decisions. |
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``` |
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### Temperature |
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We recommend setting temperature to 0.3 for clinical applications to ensure consistent outputs. |
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### Clinical Note Processing |
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For processing clinical notes, use the following template: |
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``` |
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clinical_template = \ |
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"""[Patient ID]: {patient_id} |
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[Clinical Note Begin] |
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{clinical_note} |
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[Clinical Note End] |
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{clinical_question}""" |
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``` |
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## 5. License |
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This model is licensed under the [Apache 2.0 License](LICENSE). Clinical use requires appropriate medical supervision. |
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## 6. Contact |
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For questions, contact us at support@medassist-pro.ai or file an issue on our repository. |
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