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PharMe: An ML-Driven Healthcare Assistant

EECS E6893 Big Data Analytics

Professor: Ching-Yung Lin
Team 21: Dan Harvey [email protected], Ishraq Khan [email protected] , Berk Yilmaz [email protected]


Project Overview

Goal
To empower healthcare providers with a fast, reliable, and cutting-edge tool to deliver optimal treatment options. PharMe is designed to help you feel your best as quickly and safely as possible.

What is PharMe?
PharMe is an innovative, ML-driven solution built for healthcare providers. It leverages Large Language Models (LLMs) and integrates:

  • FDA-approved drug data
  • Clinical research findings
  • Biosimilar information

This advanced system allows providers to input a diagnosis and receive a curated list of the latest approved drugs and biosimilars applicable to the patient's condition.


Key Features

  1. ML-Powered Drug Recommendations:
    Uses state-of-the-art language models to interpret diagnoses and deliver precise treatment suggestions.

  2. Real-Time Updates:
    Continuously updated with the latest FDA approvals and clinical research to ensure recommendations are current and reliable.

  3. Safe and Effective Treatments:
    Focuses on providing options that prioritize patient safety, drawing only from verified, peer-reviewed, and regulatory-approved sources.

  4. Time-Saving Interface:
    Simplifies decision-making for busy healthcare providers by presenting tailored recommendations instantly.


How PharMe Works

  1. Prompt-Based Query:
    A healthcare provider enters a diagnosis as a prompt into the system.

  2. Model-Driven Search:
    The system processes the input and scans its database of FDA-approved drugs and clinical research.

  3. Tailored Results:
    PharMe generates a list of drugs and biosimilars most suitable for the diagnosis, ensuring treatment safety and efficacy.


Future Scope

  • Expanding Data Sources: Incorporating additional global drug approval databases to enhance system versatility.
  • Personalized Medicine: Factoring in patient history for highly tailored treatment recommendations.
  • Integration with EHR Systems: Streamlining adoption by integrating directly into Electronic Health Record systems.

Contributors

  • Dan Harvey: Add here
  • Ishraq Khan: Add here
  • Berk Yilmaz: Add here

PharMe aims to revolutionize how healthcare providers access and implement the latest treatment options. With our tool, doctors can focus on what they do best: healing patients.

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