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Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions

Implementation of artificial intelligence (AI) in medical decision-making is still in early development. We developed an AI robot intervention prototype with a health literacy-friendly interface that uses interactive voice response (IVR) surveying to assist in decision-making for weight loss. The we...

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Autores principales: Chu, Yi-Tang, Huang, Ru-Yi, Chen, Tara Tai-Wen, Lin, Wei-Hsuan, Tang, James TaoQian, Lin, Chi-Wei, Huang, Chi-Hsien, Lin, Chung-Ying, Chen, Jung-Sheng, Kurtz-Rossi, Sabrina, Sørensen, Kristine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9638535/
https://www.ncbi.nlm.nih.gov/pubmed/36353693
http://dx.doi.org/10.1177/20552076221136372
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author Chu, Yi-Tang
Huang, Ru-Yi
Chen, Tara Tai-Wen
Lin, Wei-Hsuan
Tang, James TaoQian
Lin, Chi-Wei
Huang, Chi-Hsien
Lin, Chung-Ying
Chen, Jung-Sheng
Kurtz-Rossi, Sabrina
Sørensen, Kristine
author_facet Chu, Yi-Tang
Huang, Ru-Yi
Chen, Tara Tai-Wen
Lin, Wei-Hsuan
Tang, James TaoQian
Lin, Chi-Wei
Huang, Chi-Hsien
Lin, Chung-Ying
Chen, Jung-Sheng
Kurtz-Rossi, Sabrina
Sørensen, Kristine
author_sort Chu, Yi-Tang
collection PubMed
description Implementation of artificial intelligence (AI) in medical decision-making is still in early development. We developed an AI robot intervention prototype with a health literacy-friendly interface that uses interactive voice response (IVR) surveying to assist in decision-making for weight loss. The weight-specific health literacy instrument (WSHLI) and Shared Decision-Making Questionnaire (SDMQ) were used to measure factors influencing weight-loss decisions. Factors associated with participants choosing to lose weight were analyzed using logistic regression, and factors influencing the selection of specific weight-loss plans were examined with one-way analysis of variance. Our study recruited 144 overweight or obese adults (69.4% women, 58.3% with body mass index (BMI) ≥ 24). After interacting with the AI robot, 78% of the study population made the decision to lose weight. SDMQ score was a significant factor positively influencing the decision for weight-loss (odds ratio [OR]: 2.16, 95% confidence interval [CI]: 1.09–4.29, p = 0.027). Individuals who selected self-monitored lifestyle modification (mean ± SD: 11.52 ± 1.95) had significantly higher health literacy than those who selected dietician-assisted plan (9.92 ± 2.30) and physician-guided treatment (9.60 ± 1.52) (both p = 0.001). The study results demonstrated that our prototype AI robot can effectively encourage individuals to make decisions regarding weight management and that both WSHLI and SDMQ scores affect the choice of weight-loss plans.
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spelling pubmed-96385352022-11-08 Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions Chu, Yi-Tang Huang, Ru-Yi Chen, Tara Tai-Wen Lin, Wei-Hsuan Tang, James TaoQian Lin, Chi-Wei Huang, Chi-Hsien Lin, Chung-Ying Chen, Jung-Sheng Kurtz-Rossi, Sabrina Sørensen, Kristine Digit Health Original Research Implementation of artificial intelligence (AI) in medical decision-making is still in early development. We developed an AI robot intervention prototype with a health literacy-friendly interface that uses interactive voice response (IVR) surveying to assist in decision-making for weight loss. The weight-specific health literacy instrument (WSHLI) and Shared Decision-Making Questionnaire (SDMQ) were used to measure factors influencing weight-loss decisions. Factors associated with participants choosing to lose weight were analyzed using logistic regression, and factors influencing the selection of specific weight-loss plans were examined with one-way analysis of variance. Our study recruited 144 overweight or obese adults (69.4% women, 58.3% with body mass index (BMI) ≥ 24). After interacting with the AI robot, 78% of the study population made the decision to lose weight. SDMQ score was a significant factor positively influencing the decision for weight-loss (odds ratio [OR]: 2.16, 95% confidence interval [CI]: 1.09–4.29, p = 0.027). Individuals who selected self-monitored lifestyle modification (mean ± SD: 11.52 ± 1.95) had significantly higher health literacy than those who selected dietician-assisted plan (9.92 ± 2.30) and physician-guided treatment (9.60 ± 1.52) (both p = 0.001). The study results demonstrated that our prototype AI robot can effectively encourage individuals to make decisions regarding weight management and that both WSHLI and SDMQ scores affect the choice of weight-loss plans. SAGE Publications 2022-11-04 /pmc/articles/PMC9638535/ /pubmed/36353693 http://dx.doi.org/10.1177/20552076221136372 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work 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
Chu, Yi-Tang
Huang, Ru-Yi
Chen, Tara Tai-Wen
Lin, Wei-Hsuan
Tang, James TaoQian
Lin, Chi-Wei
Huang, Chi-Hsien
Lin, Chung-Ying
Chen, Jung-Sheng
Kurtz-Rossi, Sabrina
Sørensen, Kristine
Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
title Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
title_full Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
title_fullStr Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
title_full_unstemmed Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
title_short Effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
title_sort effect of health literacy and shared decision-making on choice of weight-loss plan among overweight or obese participants receiving a prototype artificial intelligence robot intervention facilitating weight-loss management decisions
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9638535/
https://www.ncbi.nlm.nih.gov/pubmed/36353693
http://dx.doi.org/10.1177/20552076221136372
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