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Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study

This study aims to create a simple model for predicting disability progression and death among older adults with Japanese long-term care insurance certification. This retrospective study analyzed the anonymized data provided by Koriyama City. The participants were 7706 older adults who were initiall...

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Detalles Bibliográficos
Autores principales: Fujita, Takaaki, Iokawa, Kazuaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981373/
https://www.ncbi.nlm.nih.gov/pubmed/36862917
http://dx.doi.org/10.1097/MD.0000000000033103
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author Fujita, Takaaki
Iokawa, Kazuaki
author_facet Fujita, Takaaki
Iokawa, Kazuaki
author_sort Fujita, Takaaki
collection PubMed
description This study aims to create a simple model for predicting disability progression and death among older adults with Japanese long-term care insurance certification. This retrospective study analyzed the anonymized data provided by Koriyama City. The participants were 7706 older adults who were initially certified to be support levels 1 and 2 or care levels 1 and 2 for the purpose of obtaining Japanese long-term care insurance. The results of the certification questionnaire at the initial survey stage were used to create decision tree models intended to predict whether disability progression and death would occur within 1 year. In support levels 1 and 2, among those who scored both “daily decision making” item as other than “possible” and the “taking drugs” item as other than “independent,” 64.7% had an adverse outcome. In care levels 1 and 2, among those who scored both the “shopping” item as “totally dependent” and the “defecation” item as other than “independent,” 58.6% had an adverse outcome. The accuracy of classification of the decision trees were 61.1% in support levels 1and 2, and 61.7% in care levels 1 and 2. The overall accuracy of the decision tree is low, making it impractical to use it for all subjects. Nevertheless, based on the results of the 2 assessments in this study, the process of identifying a particular group of older adults at a high risk of an increased need for long-term care or possible death within a year is very simple and useful.
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spelling pubmed-99813732023-03-04 Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study Fujita, Takaaki Iokawa, Kazuaki Medicine (Baltimore) 4600 This study aims to create a simple model for predicting disability progression and death among older adults with Japanese long-term care insurance certification. This retrospective study analyzed the anonymized data provided by Koriyama City. The participants were 7706 older adults who were initially certified to be support levels 1 and 2 or care levels 1 and 2 for the purpose of obtaining Japanese long-term care insurance. The results of the certification questionnaire at the initial survey stage were used to create decision tree models intended to predict whether disability progression and death would occur within 1 year. In support levels 1 and 2, among those who scored both “daily decision making” item as other than “possible” and the “taking drugs” item as other than “independent,” 64.7% had an adverse outcome. In care levels 1 and 2, among those who scored both the “shopping” item as “totally dependent” and the “defecation” item as other than “independent,” 58.6% had an adverse outcome. The accuracy of classification of the decision trees were 61.1% in support levels 1and 2, and 61.7% in care levels 1 and 2. The overall accuracy of the decision tree is low, making it impractical to use it for all subjects. Nevertheless, based on the results of the 2 assessments in this study, the process of identifying a particular group of older adults at a high risk of an increased need for long-term care or possible death within a year is very simple and useful. Lippincott Williams & Wilkins 2023-03-03 /pmc/articles/PMC9981373/ /pubmed/36862917 http://dx.doi.org/10.1097/MD.0000000000033103 Text en Copyright © 2023 the Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License 4.0 (CCBY) (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle 4600
Fujita, Takaaki
Iokawa, Kazuaki
Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study
title Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study
title_full Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study
title_fullStr Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study
title_full_unstemmed Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study
title_short Prediction tool for disability progression and mortality in older adults eligible for Japanese long-term care insurance: Koriyama study
title_sort prediction tool for disability progression and mortality in older adults eligible for japanese long-term care insurance: koriyama study
topic 4600
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981373/
https://www.ncbi.nlm.nih.gov/pubmed/36862917
http://dx.doi.org/10.1097/MD.0000000000033103
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