Medical chatbot interface for large language models

In recent years, there has been a growing strain on accident and emergency departments in hospitals, often causing nurses and doctors to be overworked. Hence, there is a need to streamline and optimise healthcare services. This project addresses this challenge with a chatbot interface designed to...

Full description

Saved in:
Bibliographic Details
Main Author: Chua, Yu Hao
Other Authors: Dusit Niyato
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/174530
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-174530
record_format dspace
spelling sg-ntu-dr.10356-1745302024-04-05T15:37:57Z Medical chatbot interface for large language models Chua, Yu Hao Dusit Niyato School of Computer Science and Engineering DNIYATO@ntu.edu.sg Computer and Information Science In recent years, there has been a growing strain on accident and emergency departments in hospitals, often causing nurses and doctors to be overworked. Hence, there is a need to streamline and optimise healthcare services. This project addresses this challenge with a chatbot interface designed to tackle patient inquiries and provide simple medical advice. The key focus lies in the maintenance of personal data privacy while still providing personalised responses. The chatbot interface, implemented in Python, leverages open-source libraries like Chainlit and LangChain to seamlessly integrate large language models(LLMs) with a user-friendly interface. By using a LLM, the chatbot can tap into the collective knowledge of diverse healthcare datasets. Patients can ask a wide range of medical questions, receive relevant advice, and gain insights into their health concerns without adding to the load of accident and emergency departments. The implementation details including the integration of Chainlit and LangChain are presented in this report, demonstrating the feasibility and effectiveness of the proposed chatbot interface. Bachelor's degree 2024-04-01T07:53:46Z 2024-04-01T07:53:46Z 2024 Final Year Project (FYP) Chua, Y. H. (2024). Medical chatbot interface for large language models. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/174530 https://hdl.handle.net/10356/174530 en SCSE23-0661 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Computer and Information Science
spellingShingle Computer and Information Science
Chua, Yu Hao
Medical chatbot interface for large language models
description In recent years, there has been a growing strain on accident and emergency departments in hospitals, often causing nurses and doctors to be overworked. Hence, there is a need to streamline and optimise healthcare services. This project addresses this challenge with a chatbot interface designed to tackle patient inquiries and provide simple medical advice. The key focus lies in the maintenance of personal data privacy while still providing personalised responses. The chatbot interface, implemented in Python, leverages open-source libraries like Chainlit and LangChain to seamlessly integrate large language models(LLMs) with a user-friendly interface. By using a LLM, the chatbot can tap into the collective knowledge of diverse healthcare datasets. Patients can ask a wide range of medical questions, receive relevant advice, and gain insights into their health concerns without adding to the load of accident and emergency departments. The implementation details including the integration of Chainlit and LangChain are presented in this report, demonstrating the feasibility and effectiveness of the proposed chatbot interface.
author2 Dusit Niyato
author_facet Dusit Niyato
Chua, Yu Hao
format Final Year Project
author Chua, Yu Hao
author_sort Chua, Yu Hao
title Medical chatbot interface for large language models
title_short Medical chatbot interface for large language models
title_full Medical chatbot interface for large language models
title_fullStr Medical chatbot interface for large language models
title_full_unstemmed Medical chatbot interface for large language models
title_sort medical chatbot interface for large language models
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/174530
_version_ 1800916374743154688