Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].

Artificial intelligence (AI) chatbots like ChatGPT are increasingly used in obesity research to track diets, activity, and energy expenditure. However, its effectiveness in diet and exercise planning depends on the precision and completeness of user inputs. This study evaluates the quality of ChatGP...

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Main Authors: Mohd Dan, Azwa Suraya, Linoby, Adam, Kasim, Sazzli Shahlan, Lamat, Siti Aida, Zaki, Sufyan, Sazali, Razif
Format: Conference or Workshop Item
Language:English
Published: 2024
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/106391/1/106391.pdf
https://ir.uitm.edu.my/id/eprint/106391/
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Institution: Universiti Teknologi Mara
Language: English
id my.uitm.ir.106391
record_format eprints
spelling my.uitm.ir.1063912024-11-15T15:10:45Z https://ir.uitm.edu.my/id/eprint/106391/ Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.]. Mohd Dan, Azwa Suraya Linoby, Adam Kasim, Sazzli Shahlan Lamat, Siti Aida Zaki, Sufyan Sazali, Razif GV Recreation. Leisure L Education (General) Artificial intelligence (AI) chatbots like ChatGPT are increasingly used in obesity research to track diets, activity, and energy expenditure. However, its effectiveness in diet and exercise planning depends on the precision and completeness of user inputs. This study evaluates the quality of ChatGPT output when combined with the newly developed diet and exercise prompt generator system, NExGEN. A cohort of obese participants (n = 18) was enlisted to contribute interpersonal data for the NExGEN prompt generator. Utilising ChatGPT-4, this data informed the creation of 36he36ious36s36d weekly dietary and exercise plans. Accredited professionals (n = 16) conducted a blind evaluation of these plans by grading the quality and validity of the NExGEN-ChatGPT responses using the DISCERN and content validity index (CVI), respectively. The evaluators graded the NExGEN-ChatGPT responses as bottom tier 2.2% of the time, middle tier 16.3% of the time, and top tier 81.5% of the time. The CVIs score was ≥ 80% with a correlation coefficient between 0.89 – 0.99, and overall Cronbach’s alpha score at 0.798. This study demonstrates that integrating ChatGPT with the NExGEN system effectively generates high-quality diet and exercise plans for obese individuals, as evidenced by favourable quality and validity assessments by professionals. 2024 Conference or Workshop Item PeerReviewed text en https://ir.uitm.edu.my/id/eprint/106391/1/106391.pdf Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.]. (2024) In: UNSPECIFIED.
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic GV Recreation. Leisure
L Education (General)
spellingShingle GV Recreation. Leisure
L Education (General)
Mohd Dan, Azwa Suraya
Linoby, Adam
Kasim, Sazzli Shahlan
Lamat, Siti Aida
Zaki, Sufyan
Sazali, Razif
Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].
description Artificial intelligence (AI) chatbots like ChatGPT are increasingly used in obesity research to track diets, activity, and energy expenditure. However, its effectiveness in diet and exercise planning depends on the precision and completeness of user inputs. This study evaluates the quality of ChatGPT output when combined with the newly developed diet and exercise prompt generator system, NExGEN. A cohort of obese participants (n = 18) was enlisted to contribute interpersonal data for the NExGEN prompt generator. Utilising ChatGPT-4, this data informed the creation of 36he36ious36s36d weekly dietary and exercise plans. Accredited professionals (n = 16) conducted a blind evaluation of these plans by grading the quality and validity of the NExGEN-ChatGPT responses using the DISCERN and content validity index (CVI), respectively. The evaluators graded the NExGEN-ChatGPT responses as bottom tier 2.2% of the time, middle tier 16.3% of the time, and top tier 81.5% of the time. The CVIs score was ≥ 80% with a correlation coefficient between 0.89 – 0.99, and overall Cronbach’s alpha score at 0.798. This study demonstrates that integrating ChatGPT with the NExGEN system effectively generates high-quality diet and exercise plans for obese individuals, as evidenced by favourable quality and validity assessments by professionals.
format Conference or Workshop Item
author Mohd Dan, Azwa Suraya
Linoby, Adam
Kasim, Sazzli Shahlan
Lamat, Siti Aida
Zaki, Sufyan
Sazali, Razif
author_facet Mohd Dan, Azwa Suraya
Linoby, Adam
Kasim, Sazzli Shahlan
Lamat, Siti Aida
Zaki, Sufyan
Sazali, Razif
author_sort Mohd Dan, Azwa Suraya
title Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].
title_short Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].
title_full Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].
title_fullStr Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].
title_full_unstemmed Assessing the quality of diet and exercise plans generated by AI Chatbots: a preliminary study using the NExGEN prompt generator system / Azwa Suraya Mohd Dan ... [et al.].
title_sort assessing the quality of diet and exercise plans generated by ai chatbots: a preliminary study using the nexgen prompt generator system / azwa suraya mohd dan ... [et al.].
publishDate 2024
url https://ir.uitm.edu.my/id/eprint/106391/1/106391.pdf
https://ir.uitm.edu.my/id/eprint/106391/
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