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Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals

OBJECTIVES: Local hospitals are operated by the resigned association of patients as passive communication channels. The online hospital data related to the users’ queries are not transparent and reliable. Therefore, it is crucial to have an intelligent web chatbot that manages user requests and prov...

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Detalles Bibliográficos
Autores principales: Mittal, Mamta, Battineni, Gopi, Singh, Dharmendra, Nagarwal, Thakursingh, Yadav, Prabhakar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taibah University 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8498791/
https://www.ncbi.nlm.nih.gov/pubmed/34690656
http://dx.doi.org/10.1016/j.jtumed.2021.06.002
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author Mittal, Mamta
Battineni, Gopi
Singh, Dharmendra
Nagarwal, Thakursingh
Yadav, Prabhakar
author_facet Mittal, Mamta
Battineni, Gopi
Singh, Dharmendra
Nagarwal, Thakursingh
Yadav, Prabhakar
author_sort Mittal, Mamta
collection PubMed
description OBJECTIVES: Local hospitals are operated by the resigned association of patients as passive communication channels. The online hospital data related to the users’ queries are not transparent and reliable. Therefore, it is crucial to have an intelligent web chatbot that manages user requests and provides quick access to local hospital information. In this paper, we present a framework and functionality of a chatbot developed using web technologies. METHODS: The bot engine was integrated by several machine learning approaches like gradient descent (GD) and natural language processing (NLP) algorithms. The trained data entered into the bot were split into mini-word batches, and the GD algorithm was applied sequentially on each mini-batch. The NLP methods involved in converting a word to its stem with a text result less readable by humans. RESULTS: The employed ML algorithms were successfully incorporated to manage the alternative synchronisation of text and voice messages. CONCLUSIONS: The proposed bot can be a better solution for data extraction from local hospital which functioning as a good communication channel for both users and hospital staff and helpful in reducing the crowd.
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spelling pubmed-84987912021-10-21 Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals Mittal, Mamta Battineni, Gopi Singh, Dharmendra Nagarwal, Thakursingh Yadav, Prabhakar J Taibah Univ Med Sci Original Article OBJECTIVES: Local hospitals are operated by the resigned association of patients as passive communication channels. The online hospital data related to the users’ queries are not transparent and reliable. Therefore, it is crucial to have an intelligent web chatbot that manages user requests and provides quick access to local hospital information. In this paper, we present a framework and functionality of a chatbot developed using web technologies. METHODS: The bot engine was integrated by several machine learning approaches like gradient descent (GD) and natural language processing (NLP) algorithms. The trained data entered into the bot were split into mini-word batches, and the GD algorithm was applied sequentially on each mini-batch. The NLP methods involved in converting a word to its stem with a text result less readable by humans. RESULTS: The employed ML algorithms were successfully incorporated to manage the alternative synchronisation of text and voice messages. CONCLUSIONS: The proposed bot can be a better solution for data extraction from local hospital which functioning as a good communication channel for both users and hospital staff and helpful in reducing the crowd. Taibah University 2021-07-04 /pmc/articles/PMC8498791/ /pubmed/34690656 http://dx.doi.org/10.1016/j.jtumed.2021.06.002 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Original Article
Mittal, Mamta
Battineni, Gopi
Singh, Dharmendra
Nagarwal, Thakursingh
Yadav, Prabhakar
Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals
title Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals
title_full Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals
title_fullStr Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals
title_full_unstemmed Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals
title_short Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals
title_sort web-based chatbot for frequently asked queries (faq) in hospitals
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8498791/
https://www.ncbi.nlm.nih.gov/pubmed/34690656
http://dx.doi.org/10.1016/j.jtumed.2021.06.002
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