Natural Language Processing and Machine Learning-Based Medical Decision Support Application Concept Design for Gastroesophageal Reflux Disease

This text discusses a project for a concept design that aims to help doctors better diagnose and treat Gastroesophageal Reflux Disease (GERD) using the latest methods in artificial intelligence (AI), specifically LangChain and ChatGPT-4 from OpenAI. The project includes creating a system for GERD, using AI to work with medical data, testing the system with some patient cases, and seeing how well it helps in treating GERD. The project seeks to explore the feasibility of implementing a system that enhances the diagnosis and treatment through the application. 50 cases were generated for evaluation, with a ChatGPT response for each case. Of these, 36 cases were accurately evaluated with correct references, while 14 cases received satisfactory evaluations but included references not originally provided to ChatGPT. Overall, the recommendations made by ChatGPT were deemed satisfactory, showcasing the model's capability to offer preliminary advice and insights