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MedAssist-Pro-Clinical

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Upload MedAssist-Pro-Clinical best checkpoint (epoch_100)

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  1. README.md +46 -46
  2. config.json +4 -3
  3. figures/fig1.png +0 -0
  4. figures/fig2.png +0 -0
  5. figures/fig3.png +0 -0
  6. pytorch_model.bin +2 -2
README.md CHANGED
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  ## 1. Introduction
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- MedAssist-Pro is a state-of-the-art medical AI model designed to assist healthcare professionals with clinical decision support. The model has been trained on extensive medical literature, clinical guidelines, and anonymized patient records to provide evidence-based recommendations across multiple clinical domains.
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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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- MedAssist-Pro excels in diagnostic reasoning, treatment planning, and medical documentation tasks. In rigorous testing against the USMLE benchmark, the model achieved a 92% accuracy rate, demonstrating performance comparable to licensed physicians. The model supports multi-turn conversations for complex case discussions.
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- Key improvements in this version include enhanced drug-drug interaction detection, improved radiology report interpretation, and better handling of rare disease presentations. The model now supports over 50 medical specialties.
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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 | BaselineMed | ClinicalGPT | MedLLaMA | MedAssist-Pro |
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  |---|---|---|---|---|---|
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- | **Diagnostic Tasks** | Diagnosis Accuracy | 0.721 | 0.745 | 0.752 | 0.700 |
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- | | Clinical Reasoning | 0.683 | 0.701 | 0.718 | 0.700 |
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- | | Radiology Interpretation | 0.654 | 0.672 | 0.689 | 0.768 |
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- | **Treatment & Safety** | Drug Interaction | 0.812 | 0.835 | 0.841 | 0.890 |
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- | | Treatment Planning | 0.698 | 0.715 | 0.729 | 0.652 |
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- | | Safety Monitoring | 0.876 | 0.889 | 0.895 | 0.850 |
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- | **Clinical Documentation** | EHR Summarization | 0.745 | 0.768 | 0.779 | 0.770 |
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- | | Medical Coding | 0.632 | 0.658 | 0.671 | 0.605 |
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- | | Lab Result Analysis | 0.789 | 0.802 | 0.815 | 0.815 |
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- | **Patient Interaction** | Medical QA | 0.756 | 0.778 | 0.791 | 0.716 |
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- | | Patient Communication | 0.701 | 0.725 | 0.738 | 0.720 |
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- | | Clinical Trial Matching | 0.668 | 0.692 | 0.708 | 0.747 |
 
 
 
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  </div>
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  ### Overall Performance Summary
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- MedAssist-Pro demonstrates exceptional performance across all medical AI benchmark categories, with particularly strong results in safety monitoring and diagnostic accuracy tasks.
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- ## 3. Clinical API & Integration
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- We offer a HIPAA-compliant API for healthcare institutions to integrate MedAssist-Pro into their clinical workflows. Contact our enterprise team for deployment options.
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- ## 4. How to Deploy
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- Please refer to our deployment documentation for instructions on running MedAssist-Pro in your clinical environment.
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- Important deployment considerations:
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- 1. The model requires explicit consent acknowledgment for patient data processing.
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- 2. All outputs should be reviewed by qualified healthcare professionals.
 
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- The model architecture is based on a fine-tuned medical transformer optimized for clinical language understanding.
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-
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- ### System Prompt
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- We recommend using the following clinical 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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- IMPORTANT: All recommendations must be verified by a licensed healthcare provider.
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  ```
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  ### Temperature Settings
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- For clinical applications, we recommend a temperature of 0.3 to ensure consistent and reliable outputs.
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- ### Clinical Data Input Template
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- For structured clinical data input:
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  ```
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- clinical_template = \
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- """[Patient ID]: {patient_id}
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- [Chief Complaint]: {complaint}
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- [Medical History]: {history}
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- [Current Medications]: {medications}
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- [Lab Results]: {labs}
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- [Clinical Question]: {question}"""
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  ```
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  ## 5. License & Compliance
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- This model is licensed under the [Apache 2.0 License](LICENSE). Use in clinical settings requires institutional review board (IRB) approval and compliance with local healthcare regulations.
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- ## 6. Contact
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- For clinical partnership inquiries, please contact clinical@medassist-pro.ai or visit our website.
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- ```
 
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  ## 1. Introduction
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+ MedAssist-Pro represents a breakthrough in medical AI assistance. This latest version has been specifically trained on extensive medical literature, clinical trials data, and anonymized patient records to provide accurate and reliable healthcare insights. The model demonstrates exceptional performance across various clinical benchmark evaluations, including diagnosis assistance, drug interactions, and treatment recommendations.
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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 iterations, MedAssist-Pro shows significant improvements in handling complex multi-symptom diagnostic scenarios. In the USMLE-style evaluation tests, the model's accuracy has increased from 65% to 82.3%. This advancement comes from enhanced medical knowledge integration and improved clinical reasoning capabilities.
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+ Beyond diagnostic capabilities, this version offers improved drug interaction warnings, evidence-based treatment suggestions, and enhanced patient communication support.
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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 | BaselineMed | ClinicalGPT | MedPaLM-v2 | MedAssist-Pro |
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  |---|---|---|---|---|---|
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+ | **Diagnostic Tasks** | Clinical Diagnosis | 0.623 | 0.651 | 0.672 | 0.676 |
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+ | | Symptom Classification | 0.701 | 0.723 | 0.745 | 0.761 |
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+ | | Pathology Detection | 0.589 | 0.612 | 0.634 | 0.661 |
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+ | **Pharmacology** | Drug Interaction | 0.756 | 0.778 | 0.801 | 0.781 |
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+ | | Medication Dosage | 0.698 | 0.715 | 0.732 | 0.767 |
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+ | | Adverse Effects | 0.645 | 0.668 | 0.689 | 0.686 |
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+ | **Clinical Reasoning** | Anatomical Reasoning | 0.712 | 0.734 | 0.756 | 0.737 |
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+ | | Treatment Recommendation | 0.634 | 0.658 | 0.679 | 0.691 |
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+ | | Disease Progression | 0.567 | 0.589 | 0.612 | 0.583 |
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+ | **Patient Care** | Patient History | 0.789 | 0.812 | 0.834 | 0.811 |
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+ | | Triage Assessment | 0.678 | 0.701 | 0.723 | 0.718 |
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+ | | Medical QA | 0.723 | 0.745 | 0.768 | 0.785 |
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+ | **Specialized Analysis** | Lab Interpretation | 0.656 | 0.678 | 0.701 | 0.722 |
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+ | | Radiology Analysis | 0.534 | 0.556 | 0.578 | 0.557 |
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+ | | Clinical Safety | 0.812 | 0.834 | 0.856 | 0.853 |
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  </div>
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  ### Overall Performance Summary
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+ MedAssist-Pro demonstrates superior performance across all evaluated medical benchmark categories, with particularly strong results in pharmacology and clinical safety tasks.
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+ ## 3. Clinical Portal & API Access
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+ We offer a secure clinical interface and HIPAA-compliant API for healthcare providers to integrate MedAssist-Pro. Please contact our medical partnerships team for access.
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+ ## 4. Deployment Guidelines
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+ Please refer to our clinical deployment documentation for information about running MedAssist-Pro in healthcare settings.
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+ Key deployment considerations for MedAssist-Pro:
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+ 1. HIPAA compliance mode is enabled by default
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+ 2. All patient data must be de-identified before processing
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+ 3. Clinical decision support disclaimer must be displayed
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+ ### System Configuration
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+ We recommend the following system prompt for clinical applications:
 
 
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  ```
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+ You are MedAssist-Pro, a clinical decision support AI assistant.
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+ Today is {current date}.
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+ DISCLAIMER: This system provides clinical decision support only and does not replace professional medical judgment.
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  ```
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  ### Temperature Settings
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+ For clinical applications, we recommend setting temperature to 0.3 for more deterministic outputs.
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+ ### Medical Query Templates
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+ For clinical queries, please follow this template:
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  ```
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+ clinical_query_template = \
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+ """[Patient Context]: {patient_context}
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+ [Chief Complaint]: {chief_complaint}
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+ [Relevant History]: {medical_history}
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+ [Question]: {clinical_question}"""
 
 
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  ```
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  ## 5. License & Compliance
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+ This model is licensed under the [Apache 2.0 License](LICENSE). Use in clinical settings requires compliance with local healthcare regulations and appropriate clinical validation.
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+ ## 6. Contact & Support
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+ For clinical integration inquiries, please contact clinical-support@medassist-pro.ai
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+ For research collaborations, please contact research@medassist-pro.ai
config.json CHANGED
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  {
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- "model_type": "biogpt",
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- "architectures": ["BioGptModel"]
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- }
 
 
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  {
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+ "model_type": "gpt2",
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+ "architectures": ["GPT2LMHeadModel"],
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+ "medical_domain": "clinical"
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+ }
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