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An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study

OBJECTIVE: Our goal is to establish the feasibility of using an artificially intelligent chatbot in diverse healthcare settings to promote COVID-19 vaccination. METHODS: We designed an artificially intelligent chatbot deployed via short message services and web-based platforms. Guided by communicati...

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Autores principales: Zhou, Shuo, Silvasstar, Joshva, Clark, Christopher, Salyers, Adam J, Chavez, Catia, Bull, Sheana S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9989411/
https://www.ncbi.nlm.nih.gov/pubmed/36896332
http://dx.doi.org/10.1177/20552076231155679
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author Zhou, Shuo
Silvasstar, Joshva
Clark, Christopher
Salyers, Adam J
Chavez, Catia
Bull, Sheana S
author_facet Zhou, Shuo
Silvasstar, Joshva
Clark, Christopher
Salyers, Adam J
Chavez, Catia
Bull, Sheana S
author_sort Zhou, Shuo
collection PubMed
description OBJECTIVE: Our goal is to establish the feasibility of using an artificially intelligent chatbot in diverse healthcare settings to promote COVID-19 vaccination. METHODS: We designed an artificially intelligent chatbot deployed via short message services and web-based platforms. Guided by communication theories, we developed persuasive messages to respond to users’ COVID-19-related questions and encourage vaccination. We implemented the system in healthcare settings in the U.S. between April 2021 and March 2022 and logged the number of users, topics discussed, and information on system accuracy in matching responses to user intents. We regularly reviewed queries and reclassified responses to better match responses to query intents as COVID-19 events evolved. RESULTS: A total of 2479 users engaged with the system, exchanging 3994 COVID-19 relevant messages. The most popular queries to the system were about boosters and where to get a vaccine. The system's accuracy rate in matching responses to user queries ranged from 54% to 91.1%. Accuracy lagged when new information related to COVID emerged, such as that related to the Delta variant. Accuracy increased when we added new content to the system. CONCLUSIONS: It is feasible and potentially valuable to create chatbot systems using AI to facilitate access to current, accurate, complete, and persuasive information on infectious diseases. Such a system can be adapted to use with patients and populations needing detailed information and motivation to act in support of their health.
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spelling pubmed-99894112023-03-08 An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study Zhou, Shuo Silvasstar, Joshva Clark, Christopher Salyers, Adam J Chavez, Catia Bull, Sheana S Digit Health Original Research OBJECTIVE: Our goal is to establish the feasibility of using an artificially intelligent chatbot in diverse healthcare settings to promote COVID-19 vaccination. METHODS: We designed an artificially intelligent chatbot deployed via short message services and web-based platforms. Guided by communication theories, we developed persuasive messages to respond to users’ COVID-19-related questions and encourage vaccination. We implemented the system in healthcare settings in the U.S. between April 2021 and March 2022 and logged the number of users, topics discussed, and information on system accuracy in matching responses to user intents. We regularly reviewed queries and reclassified responses to better match responses to query intents as COVID-19 events evolved. RESULTS: A total of 2479 users engaged with the system, exchanging 3994 COVID-19 relevant messages. The most popular queries to the system were about boosters and where to get a vaccine. The system's accuracy rate in matching responses to user queries ranged from 54% to 91.1%. Accuracy lagged when new information related to COVID emerged, such as that related to the Delta variant. Accuracy increased when we added new content to the system. CONCLUSIONS: It is feasible and potentially valuable to create chatbot systems using AI to facilitate access to current, accurate, complete, and persuasive information on infectious diseases. Such a system can be adapted to use with patients and populations needing detailed information and motivation to act in support of their health. SAGE Publications 2023-03-05 /pmc/articles/PMC9989411/ /pubmed/36896332 http://dx.doi.org/10.1177/20552076231155679 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 License (https://creativecommons.org/licenses/by-nc-nd/4.0/) which permits non-commercial use, reproduction and distribution of the work as published without adaptation or alteration, without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Original Research
Zhou, Shuo
Silvasstar, Joshva
Clark, Christopher
Salyers, Adam J
Chavez, Catia
Bull, Sheana S
An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study
title An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study
title_full An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study
title_fullStr An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study
title_full_unstemmed An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study
title_short An artificially intelligent, natural language processing chatbot designed to promote COVID-19 vaccination: A proof-of-concept pilot study
title_sort artificially intelligent, natural language processing chatbot designed to promote covid-19 vaccination: a proof-of-concept pilot study
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9989411/
https://www.ncbi.nlm.nih.gov/pubmed/36896332
http://dx.doi.org/10.1177/20552076231155679
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