Revolutionizing Healthcare: The Role of Medical Chatbots in Automated Patient Support
Prajakta Khaire
Department of information technology ABMSP’s Anantrao Pawar College of
Engineering and Research
Pune, India prajakta.khaire@abmspcoerpune.org
Sagar Kadake
Department of information technology ABMSP’s Anantrao Pawar College of
Engineering and Research Pune, India sagarkadake87@gmail.com
Vedant Palekar
Department of information technology ABMSP’s Anantrao Pawar College of
Engineering and Research Pune, India vedantpalekar24@gmail.com
Yogesh Shinde
Department of information technology ABMSP’s Anantrao Pawar College of
Engineering and Research Pune, India shindeyogi2003@gmail.com
Mitali Zagade
Department of information technology ABMSP’s Anantrao Pawar College of
Engineering and Research Pune, India mitalizagade301@gmail.com
Abstract— With the increasing integration of artificial intelligence in healthcare, medical chatbots have emerged as promising tools for improving access to medical services and reducing operational costs [1][2]. This research presents the development and evaluation of an AI-powered medical chatbot designed to assist users in identifying possible health conditions based on their reported symptoms. The system engages patients through natural conversation, extracting relevant health indicators to deliver a personalized diagnosis. In testing, the chatbot achieved a symptom identification precision of 65%, with a recall of 65% and a diagnosis precision of 71%. These results indicate the chatbot’s potential to provide reasonably accurate diagnostic suggestions using conversational symptom analysis. While not a replacement for professional medical consultation, the tool demonstrates the feasibility of implementing intelligent, automated solutions in initial healthcare support. This study highlights the broader implications of deploying conversational AI in medical contexts and sets the groundwork for further advancements in digital health technologies.
Keywords—Natural Language Processing, Chatbot, Medical Chatbot, Learning, Bot Introduction (Heading 1)
