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	---
	license: apache-2.0
	library_name: transformers
	---
	# MediAssist-Pro
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	<img src="figures/fig1.png" width="60%" alt="MediAssist-Pro" />
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	<hr>

	<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

	MediAssist-Pro is a state-of-the-art medical AI assistant designed to support healthcare professionals in clinical decision-making. The latest version incorporates enhanced medical knowledge bases and improved reasoning capabilities for complex diagnostic scenarios. The model has demonstrated exceptional performance across various clinical benchmark evaluations, including diagnosis accuracy, drug interaction detection, and patient triage.

	<p align="center">
	<img width="80%" src="figures/fig3.png">
	</p>

	Compared to the previous version, the upgraded model shows significant improvements in handling complex medical cases. For instance, in the MedQA-USMLE benchmark, the model's accuracy has increased from 68% in the previous version to 82.5% in the current version. This advancement stems from enhanced medical knowledge integration and improved clinical reasoning capabilities.

	Beyond its improved diagnostic capabilities, this version also offers enhanced patient privacy protection and improved compliance with healthcare regulations.

	## 2. Evaluation Results

	### Comprehensive Clinical Benchmark Results

	<div align="center">

	\| \| Benchmark \| Model1 \| Model2 \| Model1-v2 \| MediAssist-Pro \|
	\|---\|---\|---\|---\|---\|---\|
	\| Diagnostic Tasks \| Diagnosis Accuracy \| 0.720 \| 0.735 \| 0.751 \| 0.800 \|
	\| \| Drug Interaction \| 0.689 \| 0.701 \| 0.710 \| 0.762 \|
	\| \| Symptom Recognition \| 0.756 \| 0.762 \| 0.775 \| 0.774 \|
	\| Clinical Understanding \| Medical QA \| 0.671 \| 0.685 \| 0.700 \| 0.762 \|
	\| \| Clinical Note Extraction \| 0.702 \| 0.719 \| 0.731 \| 0.761 \|
	\| \| Patient Triage \| 0.833 \| 0.841 \| 0.850 \| 0.846 \|
	\| \| Lab Result Interpretation \| 0.797 \| 0.801 \| 0.820 \| 0.800 \|
	\| Treatment Planning \| Treatment Recommendation \| 0.615 \| 0.631 \| 0.650 \| 0.706 \|
	\| \| Medical Imaging \| 0.588 \| 0.599 \| 0.611 \| 0.654 \|
	\| \| Risk Assessment \| 0.641 \| 0.655 \| 0.669 \| 0.725 \|
	\| \| Medication Dosage \| 0.775 \| 0.785 \| 0.800 \| 0.788 \|
	\| Documentation \| Clinical Summary \| 0.812 \| 0.829 \| 0.841 \| 0.808 \|
	\| \| Patient History \| 0.681 \| 0.698 \| 0.710 \| 0.728 \|
	\| \| Emergency Detection \| 0.863 \| 0.879 \| 0.891 \| 0.884 \|
	\| \| HIPAA Compliance \| 0.918 \| 0.921 \| 0.935 \| 0.919 \|

	</div>

	### Overall Performance Summary
	MediAssist-Pro demonstrates strong performance across all evaluated clinical benchmark categories, with particularly notable results in emergency detection and compliance verification tasks.

	## 3. Clinical Portal & API Platform
	We offer a secure clinical interface and HIPAA-compliant API for healthcare institutions to integrate MediAssist-Pro. Please contact our enterprise team for more details.

	## 4. How to Deploy Locally

	Please refer to our deployment documentation for information about running MediAssist-Pro in your clinical environment.

	Key considerations for clinical deployment:

	1. HIPAA-compliant data handling is enabled by default.
	2. Audit logging is automatically configured for regulatory compliance.

	The model architecture of MediAssist-Pro is optimized for clinical reasoning tasks and supports integration with Electronic Health Record (EHR) systems.

	### System Configuration
	We recommend using the following system configuration for clinical deployments.
	```
	Environment: Isolated clinical network
	Data retention: As per institutional policy
	Audit logging: Enabled
	```

	### Temperature
	We recommend setting the temperature parameter $T_{model}$ to 0.3 for clinical applications to ensure consistent outputs.

	### Integration with EHR Systems
	For EHR integration, please use the following template where {patient_id}, {clinical_notes} and {query} are arguments.
	```
	ehr_template = \
	"""[Patient ID]: {patient_id}
	[Clinical Notes Begin]
	{clinical_notes}
	[Clinical Notes End]
	Clinical Query: {query}"""
	```

	## 5. License
	This software is licensed under the [Apache 2.0 License](LICENSE). The use of MediAssist-Pro models is subject to additional healthcare compliance requirements. The model is intended for clinical decision support only and should not replace professional medical judgment.

	## 6. Contact
	For clinical partnerships and enterprise inquiries, please contact our healthcare team at clinical@mediassist.ai.
	```