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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 87
Health Care System with Smart Assistant
Ms. Aishwarya Bhoj1 , Ms. Swaranjali Patil2 , Ms. Radhika Pande3 , Ms. Prajakta Modhave4.
Prof. Amol Jagtap. 5
Students , Department of Computer Engineering , AISSMS College Of Engineering , Pune, Maharashtra ,India.1,2,3,4.
Faculty , Department Of Computer Engineering , AISSMS College Of Engineering , Pune, Maharashtra ,India.5
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract – Due to Pandemic Situation or due to lack of
time sometimes patients are not able to visit hospital for
checkup or they are unable to confirm their appointments.
To overcome this problem we have introduced a web
portal who helps patients for booking appointment or
virtual disease prediction with smart assistant. A Chatbot
allows user to initiate a conversation with system. It is
Artificial Intelligence (AI) based software that can be
established as web applications. Normally users are not
aware about all the symptoms regarding a particular
disease. A Chatbot represents a question answering
system that uses Natural Language Processing (NLP).
This project will analyze the existing e-healthcare system
that involves a novel human – machine interaction and
proposes an alternative system is the objective of this
project. A Chat Interface that is designed and trained to act
and interact with patients as a human being. Also, the
Patient can book an appointment with the doctor.
Key Words: Healthcare, Chatbot, Disease prediction,
Artificial Intelligence, Smart Assistant
1. INTRODUCTION
Now-a-days most healthcare organizations have advanced
their client communications systems. Often they have
included a question-and-answer page on a website but
that is very limiting and patients are not very satisfied
with the results. We can overcome these with a Chabot,
where the conversation goes back and forth, allowing the
client to navigate towards information they want with
great precision. Additionally, they can help in setting up an
appointment with the doctor, predict health problems
based on symptoms and provide daily health tips to
improve the patient's lifestyle
1.1 Motivation
As COVID-19 has spread globally and as we are practicing
social distancing the technologies like Chatbots are coming
to rescue. Even it is important for a website to resolve
user’s queries or assist the user for help. Chatbots are also
known as conversational agents. It don’t get tired or sick,
and they do not need to sleep; they are effective to operate
and can run 24 hours a day, which is very useful for
patients. Also with the help of Chatbot user can easily book
appointment with the doctor and can have virtual check-
up too.
1.2 Problem statement
In today’s world of AI and Data Science, everyone is
looking for the kind of system which is interactive.
Sometimes in the hospital, it happens that there is a lack of
human resources to attend to the patients. So, by
considering all these things we have decided our problem
definition as follows:
To design and develop web applications and integrate
chatbot in it.
2. Methodology
Fig -1: System Architecture
In today’s world of AI and Data Science, everyone is
looking for the kind of system which is interactive.
Sometimes in the hospital, it happens that there is a lack of
human resources to attend to the patients. In the context
of health care, Chatbot or health bots are intended
to provide personalized health and therapy information to
patients, provide relevant products and services to
patients, as well as suggest diagnoses and recommend
treatments based on patient symptoms.
3. Modules
There are various types of modules in the system,
according to type of user, user can access them.
1) Registration module:
This module is used for registration purpose in the system.
2) Appointment Booking module:
Patient can book appointment by their convenient time.
Patients can select doctor according to their problems.
After receives the appointment doctor confirm the
appointment.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 88
3) Virtual Health check-up:
In this module we provide health-related functionalities
like calculating B.M.I. , Diabetes status according to
glucose level.
4) Admin Functionalities:
Admin can have different functionalities like
View Doctor/patient:
Admin can see the doctor-patient details which are
registered on the system
Approve Doctor:
Admin can approve the registered doctors by verifying
their details like
Doctor registration number , Doctors Certificate.
Delete Doctor / Patients:
Admin can also delete the users from the system
5) Doctors Functionalities:
Approve Appointment:
Doctor can approve the appointment which is booked by
the patients.
Prescribe the medicine:
Doctor can prescribe the medicines after diagnosing the
disease for particular patients.
View patient's history:
Doctor can view patient's history.
6) Patients Functionalities:
Book appointment:
Patients can book appointment by selecting particular
doctor.
View Prescriptions:
Patient can view prescribed medicine after visiting to the
doctor.
4. Algorithm
SVM Algorithm:
The Support vector machine (SVM) is a supervised
machine learning Algorithm which employs classification
techniques for two-group classification problems. After
providing sets of labelled (training) data for each category,
SVM model is capable of categorizing the new text. SVM
has two important advantages over the newer algorithms
like neural network: they are faster and they perform
better with less data (in the thousands). This makes
approach appropriate for the text classification problems,
which particularly requires a data set of a few thousand
labelled samples. Hence, we trained and classified our data
set using the SVM method.
Fig. Support Vector Machine
Fig. Support Vector Machine
5. CONCLUSION
The main aim of the project is to develop an algorithm that
will be used to find answers related to users’ queries. The
knowledge base stores information about the user queries,
the system responses, customer feedback information
keywords, reminders, and logs. The system offers many
services, most of which are overly complex. So, as time
passes each module can be perfected. So, the system must
be designed in such a way that each module must be
upgradable independently and the system must be able to
improve the performance of every module. Thus, the
capabilities of the system can also be improved. (We can
scale the system to include more information that can
predict increased diseases, as well as can describe more
medicines) However, AI based chatbot does pose some
challenges, such as the accuracy of results and these
algorithms and machines could replace most of the jobs in
future. Finally, a successful implementation of
personalized medicine would save many lives and make
the lives of individuals easier.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 89
ACKNOWLEDGEMENT:
We'd like to offer our gratitude to everyone , who made it
possible for us to compile this report and whom we owe
our success. It is with great appreciation that we
acknowledge the contributions made by our project guide,
Prof. Amol Jagtap, as recommendations and
encouragement were invaluable in helping us to
successfully organize our project, especially in the
production of this report.
We'd also like to express our gratitude to the participants
of our team, who assisted us in completing the research
and in accomplishing the report, or to those certain
members of our department who assisted us in the
research work of our final project topic .
Furthermore, we would just like to express our
appreciation to the individuals of the team for their critical
contribution, which including granting us the access to use
most of the essential equipments and supplies to complete
the assignments. In particular, we must express our
gratitude for the help provided by our other supervisors
and the panel, specially during our project presentation,
which has increased our presentation skills and
knowledge of their opinions and advice.
REFERENCES
[1] Jean-Emmanuel Bibault, Benjamin Chaix, Pierre
Nectoux, Arthur Pienkowski, Arthur Guillemasé, Benoît
Brouard, “Healthcare ex Machina: Are conversational
agents ready for prime time in oncology?”, Published in:
Elsevier: Clinical and Translational Radiation Oncology 16
(2019)
[2] Ayah Atiyah, Shaidah Jusoh, Sufyan Almajali, “An
Efficient Search for Context-Based Chatbots”, Published in:
8th International Conference on Computer Science and
Information Technology (CSIT), 2018.
[3] Hyo Jin Do and Wai-Tat Fu, Department of Computer
Science: “Empathic Virtual Assistant for Healthcare
Information with Positive Emotional Experience”,
Published in: IEEE International Conference on Healthcare
Informatics, 2
[4] Ashay Argal; Siddharth Gupta; Ajay Modi; Pratik
Pandey; Simon Shim; Chang Choo, “Intelligent travel
chatbot for predictive recommendation in echo platform”,
Published in: IEEE 8th Annual Computing and
Communication Workshop and Conference (CCWC), 2018

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Health Care System with Smart Assistant

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 87 Health Care System with Smart Assistant Ms. Aishwarya Bhoj1 , Ms. Swaranjali Patil2 , Ms. Radhika Pande3 , Ms. Prajakta Modhave4. Prof. Amol Jagtap. 5 Students , Department of Computer Engineering , AISSMS College Of Engineering , Pune, Maharashtra ,India.1,2,3,4. Faculty , Department Of Computer Engineering , AISSMS College Of Engineering , Pune, Maharashtra ,India.5 ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – Due to Pandemic Situation or due to lack of time sometimes patients are not able to visit hospital for checkup or they are unable to confirm their appointments. To overcome this problem we have introduced a web portal who helps patients for booking appointment or virtual disease prediction with smart assistant. A Chatbot allows user to initiate a conversation with system. It is Artificial Intelligence (AI) based software that can be established as web applications. Normally users are not aware about all the symptoms regarding a particular disease. A Chatbot represents a question answering system that uses Natural Language Processing (NLP). This project will analyze the existing e-healthcare system that involves a novel human – machine interaction and proposes an alternative system is the objective of this project. A Chat Interface that is designed and trained to act and interact with patients as a human being. Also, the Patient can book an appointment with the doctor. Key Words: Healthcare, Chatbot, Disease prediction, Artificial Intelligence, Smart Assistant 1. INTRODUCTION Now-a-days most healthcare organizations have advanced their client communications systems. Often they have included a question-and-answer page on a website but that is very limiting and patients are not very satisfied with the results. We can overcome these with a Chabot, where the conversation goes back and forth, allowing the client to navigate towards information they want with great precision. Additionally, they can help in setting up an appointment with the doctor, predict health problems based on symptoms and provide daily health tips to improve the patient's lifestyle 1.1 Motivation As COVID-19 has spread globally and as we are practicing social distancing the technologies like Chatbots are coming to rescue. Even it is important for a website to resolve user’s queries or assist the user for help. Chatbots are also known as conversational agents. It don’t get tired or sick, and they do not need to sleep; they are effective to operate and can run 24 hours a day, which is very useful for patients. Also with the help of Chatbot user can easily book appointment with the doctor and can have virtual check- up too. 1.2 Problem statement In today’s world of AI and Data Science, everyone is looking for the kind of system which is interactive. Sometimes in the hospital, it happens that there is a lack of human resources to attend to the patients. So, by considering all these things we have decided our problem definition as follows: To design and develop web applications and integrate chatbot in it. 2. Methodology Fig -1: System Architecture In today’s world of AI and Data Science, everyone is looking for the kind of system which is interactive. Sometimes in the hospital, it happens that there is a lack of human resources to attend to the patients. In the context of health care, Chatbot or health bots are intended to provide personalized health and therapy information to patients, provide relevant products and services to patients, as well as suggest diagnoses and recommend treatments based on patient symptoms. 3. Modules There are various types of modules in the system, according to type of user, user can access them. 1) Registration module: This module is used for registration purpose in the system. 2) Appointment Booking module: Patient can book appointment by their convenient time. Patients can select doctor according to their problems. After receives the appointment doctor confirm the appointment.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 88 3) Virtual Health check-up: In this module we provide health-related functionalities like calculating B.M.I. , Diabetes status according to glucose level. 4) Admin Functionalities: Admin can have different functionalities like View Doctor/patient: Admin can see the doctor-patient details which are registered on the system Approve Doctor: Admin can approve the registered doctors by verifying their details like Doctor registration number , Doctors Certificate. Delete Doctor / Patients: Admin can also delete the users from the system 5) Doctors Functionalities: Approve Appointment: Doctor can approve the appointment which is booked by the patients. Prescribe the medicine: Doctor can prescribe the medicines after diagnosing the disease for particular patients. View patient's history: Doctor can view patient's history. 6) Patients Functionalities: Book appointment: Patients can book appointment by selecting particular doctor. View Prescriptions: Patient can view prescribed medicine after visiting to the doctor. 4. Algorithm SVM Algorithm: The Support vector machine (SVM) is a supervised machine learning Algorithm which employs classification techniques for two-group classification problems. After providing sets of labelled (training) data for each category, SVM model is capable of categorizing the new text. SVM has two important advantages over the newer algorithms like neural network: they are faster and they perform better with less data (in the thousands). This makes approach appropriate for the text classification problems, which particularly requires a data set of a few thousand labelled samples. Hence, we trained and classified our data set using the SVM method. Fig. Support Vector Machine Fig. Support Vector Machine 5. CONCLUSION The main aim of the project is to develop an algorithm that will be used to find answers related to users’ queries. The knowledge base stores information about the user queries, the system responses, customer feedback information keywords, reminders, and logs. The system offers many services, most of which are overly complex. So, as time passes each module can be perfected. So, the system must be designed in such a way that each module must be upgradable independently and the system must be able to improve the performance of every module. Thus, the capabilities of the system can also be improved. (We can scale the system to include more information that can predict increased diseases, as well as can describe more medicines) However, AI based chatbot does pose some challenges, such as the accuracy of results and these algorithms and machines could replace most of the jobs in future. Finally, a successful implementation of personalized medicine would save many lives and make the lives of individuals easier.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 89 ACKNOWLEDGEMENT: We'd like to offer our gratitude to everyone , who made it possible for us to compile this report and whom we owe our success. It is with great appreciation that we acknowledge the contributions made by our project guide, Prof. Amol Jagtap, as recommendations and encouragement were invaluable in helping us to successfully organize our project, especially in the production of this report. We'd also like to express our gratitude to the participants of our team, who assisted us in completing the research and in accomplishing the report, or to those certain members of our department who assisted us in the research work of our final project topic . Furthermore, we would just like to express our appreciation to the individuals of the team for their critical contribution, which including granting us the access to use most of the essential equipments and supplies to complete the assignments. In particular, we must express our gratitude for the help provided by our other supervisors and the panel, specially during our project presentation, which has increased our presentation skills and knowledge of their opinions and advice. REFERENCES [1] Jean-Emmanuel Bibault, Benjamin Chaix, Pierre Nectoux, Arthur Pienkowski, Arthur Guillemasé, Benoît Brouard, “Healthcare ex Machina: Are conversational agents ready for prime time in oncology?”, Published in: Elsevier: Clinical and Translational Radiation Oncology 16 (2019) [2] Ayah Atiyah, Shaidah Jusoh, Sufyan Almajali, “An Efficient Search for Context-Based Chatbots”, Published in: 8th International Conference on Computer Science and Information Technology (CSIT), 2018. [3] Hyo Jin Do and Wai-Tat Fu, Department of Computer Science: “Empathic Virtual Assistant for Healthcare Information with Positive Emotional Experience”, Published in: IEEE International Conference on Healthcare Informatics, 2 [4] Ashay Argal; Siddharth Gupta; Ajay Modi; Pratik Pandey; Simon Shim; Chang Choo, “Intelligent travel chatbot for predictive recommendation in echo platform”, Published in: IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC), 2018