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README.md ADDED
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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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+
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+ <div align="center">
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+ <img src="figures/logo.png" width="60%" alt="MedAssist-Pro" />
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+ </div>
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+ <hr>
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+
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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/badge.png" style="display: inline-block; vertical-align: middle;"/>
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+ </a>
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+ </div>
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+
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+ ## 1. Introduction
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+
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+ MedAssist-Pro is a specialized medical AI model designed to assist healthcare professionals with diagnostic reasoning and clinical decision support. The model has been fine-tuned on extensive medical literature, clinical case studies, and peer-reviewed research to provide accurate medical insights.
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+
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+ <p align="center">
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+ <img width="80%" src="figures/architecture.png">
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+ </p>
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+
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+ The model excels at understanding complex medical terminology, analyzing patient symptoms, and providing evidence-based recommendations. It has been rigorously evaluated across multiple medical AI benchmarks.
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+
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+ ## 2. Evaluation Results
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+
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+ ### Comprehensive Medical AI Benchmark Results
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+
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+ <div align="center">
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+
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+ | | Benchmark | BaselineMed | ClinicalGPT | MedBERT | MedAssist-Pro |
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+ |---|---|---|---|---|---|
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+ | **Diagnostic Tasks** | Diagnosis Accuracy | 0.720 | 0.745 | 0.731 | 0.744 |
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+ | | Differential Diagnosis | 0.655 | 0.678 | 0.662 | 0.700 |
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+ | | Symptom Analysis | 0.810 | 0.825 | 0.815 | 0.775 |
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+ | **Drug Knowledge** | Drug Interaction Detection | 0.780 | 0.795 | 0.788 | 0.772 |
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+ | | Dosage Recommendation | 0.690 | 0.710 | 0.698 | 0.800 |
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+ | | Side Effect Prediction | 0.725 | 0.742 | 0.733 | 0.750 |
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+ | **Clinical Reasoning** | Treatment Planning | 0.640 | 0.665 | 0.652 | 0.593 |
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+ | | Prognosis Estimation | 0.580 | 0.598 | 0.590 | 0.572 |
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+ | | Lab Result Interpretation | 0.755 | 0.770 | 0.762 | 0.800 |
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+ | **Patient Communication** | Medical Explanation | 0.820 | 0.835 | 0.828 | 0.850 |
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+ | | Patient Counseling | 0.710 | 0.728 | 0.718 | 0.675 |
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+ | | Consent Communication | 0.680 | 0.695 | 0.688 | 0.700 |
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+ | **Safety & Compliance** | HIPAA Compliance | 0.895 | 0.910 | 0.902 | 0.870 |
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+ | | Clinical Guidelines Adherence | 0.765 | 0.780 | 0.772 | 0.769 |
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+ | | Risk Assessment | 0.700 | 0.718 | 0.710 | 0.733 |
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+
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+ </div>
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+
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+ ### Overall Performance Summary
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+ MedAssist-Pro demonstrates strong performance across all evaluated medical AI benchmark categories.
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+
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+ ## 3. Usage Guidelines
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+
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+ Please refer to our documentation for detailed usage guidelines. This model is intended to assist healthcare professionals and should not replace clinical judgment.
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+
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+ ## 4. License
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+ This model is licensed under the [Apache 2.0 License](LICENSE).
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+
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+ ## 5. Contact
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+ For questions, please contact medical-ai@example.com.
config.json ADDED
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+ {
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+ "model_type": "roberta",
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+ "architectures": ["RobertaForSequenceClassification"]
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+ }
figures/architecture.png ADDED
figures/badge.png ADDED
figures/logo.png ADDED
pytorch_model.bin ADDED
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+ size 31