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toolevalxm/MedAssist-Pro-Release
MedAssist-Pro-Release is a machine learning model from toolevalxm. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
<div align="center" <img src="figures/fig1.png" width="60%" alt="MedAssist-Pro" / </div <hr
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From the Hugging Face model README
MedAssist-Pro represents a breakthrough in healthcare AI technology. This specialized medical language model has been fine-tuned on extensive clinical datasets including electronic health records, medical literature, and clinical trial data. The model demonstrates exceptional performance across various medical benchmark evaluations, including clinical diagnosis, drug interactions, and patient triage.
<p align="center"> <img width="80%" src="figures/fig3.png"> </p>Compared to previous medical AI systems, MedAssist-Pro shows significant improvements in diagnostic accuracy. In the MEDQA benchmark, the model achieved 89.2% accuracy compared to 76.4% in previous versions. This improvement stems from enhanced medical knowledge integration: the model now processes an average of 18K tokens per clinical case versus 8K tokens in earlier versions.
Beyond diagnostic capabilities, this version offers improved drug interaction detection and enhanced HIPAA-compliant response generation.
| Benchmark | ClinicalBERT | BioGPT | MedPaLM | MedAssist-Pro | |
|---|---|---|---|---|---|
| Clinical Reasoning | Clinical Diagnosis | 0.621 | 0.658 | 0.712 | 0.600 |
| Drug Interaction | 0.589 | 0.612 | 0.689 | 0.662 | |
| Symptom Analysis | 0.698 | 0.721 | 0.756 | 0.817 | |
| Patient Care | Patient Triage | 0.545 | 0.578 | 0.623 | 0.574 |
| Medical QA | 0.612 | 0.645 | 0.701 | 0.746 | |
| Treatment Recommendation | 0.534 | 0.567 | 0.612 | 0.778 | |
| Patient Communication | 0.678 | 0.698 | 0.734 | 0.780 | |
| Clinical Documentation | Lab Interpretation | 0.723 | 0.756 | 0.798 | 0.760 |
| Radiology Report | 0.567 | 0.589 | 0.634 | 0.624 | |
| EHR Summarization | 0.645 | 0.678 | 0.712 | 0.775 | |
| Clinical Note Generation | 0.598 | 0.623 | 0.667 | 0.707 | |
| Safety & Compliance | Adverse Event Detection | 0.712 | 0.734 | 0.778 | 0.764 |
| Dosage Calculation | 0.823 | 0.845 | 0.878 | 0.817 | |
| HIPAA Compliance | 0.789 | 0.812 | 0.845 | 0.764 | |
| Medical Coding | 0.656 | 0.678 | 0.712 | 0.644 |
MedAssist-Pro demonstrates strong performance across all medical benchmark categories, with particularly notable results in clinical reasoning and safety compliance tasks.
We offer a HIPAA-compliant API for healthcare providers to integrate MedAssist-Pro into their clinical workflows. Please contact our enterprise team for details.
Please refer to our deployment guide for information about running MedAssist-Pro in clinical environments.
Compared to previous versions, the deployment recommendations for MedAssist-Pro have the following changes:
The model architecture of MedAssist-Pro-Lite is optimized for edge deployment in clinical settings with limited computational resources.
We recommend using the following system prompt for clinical applications.
You are MedAssist-Pro, a medical AI assistant designed to support healthcare professionals.
Today is {current date}.
IMPORTANT: All responses are for clinical decision support only. Final medical decisions must be made by qualified healthcare providers.
We recommend setting the temperature parameter $T_{model}$ to 0.3 for clinical applications to ensure consistent and reliable outputs.
For analyzing patient records, please follow the template:
clinical_template = \
"""[Patient ID]: {patient_id}
[Clinical Document Type]: {doc_type}
[Document Content Begin]
{clinical_content}
[Document Content End]
{clinical_question}"""
This model is licensed under the Apache 2.0 License. The use of MedAssist-Pro models is subject to additional healthcare compliance requirements. Commercial use requires enterprise licensing.
If you have any questions, please contact our medical AI team at [email protected].