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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2022
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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. |
format | Online Article Text |
id | pubmed-9638535 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
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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