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Heterogeneity in cognitive disability after a major disaster: A natural experiment study

Cognitive disability following traumatic experiences of disaster has been documented; however, little is known about heterogeneity in the association across individuals. In this natural experiment study of approximately 3000 Japanese older adults in an area directly affected by the 2011 Great East J...

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Autores principales: Shiba, Koichiro, Daoud, Adel, Hikichi, Hiroyuki, Yazawa, Aki, Aida, Jun, Kondo, Katsunori, Kawachi, Ichiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480922/
https://www.ncbi.nlm.nih.gov/pubmed/34586850
http://dx.doi.org/10.1126/sciadv.abj2610
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author Shiba, Koichiro
Daoud, Adel
Hikichi, Hiroyuki
Yazawa, Aki
Aida, Jun
Kondo, Katsunori
Kawachi, Ichiro
author_facet Shiba, Koichiro
Daoud, Adel
Hikichi, Hiroyuki
Yazawa, Aki
Aida, Jun
Kondo, Katsunori
Kawachi, Ichiro
author_sort Shiba, Koichiro
collection PubMed
description Cognitive disability following traumatic experiences of disaster has been documented; however, little is known about heterogeneity in the association across individuals. In this natural experiment study of approximately 3000 Japanese older adults in an area directly affected by the 2011 Great East Japan Earthquake, the baseline survey was established 7 months before the 2011 earthquake. To inductively identify heterogeneity in postdisaster cognitive disability by predisaster characteristics, we applied a machine learning–based causal inference approach—generalized random forest. We identified strong evidence for heterogeneity in the association between home loss and cognitive disability objectively assessed 2.5 and 5.5 years after the 2011 earthquake. The subgroups with the strongest disaster-dementia associations tended to be from low socioeconomic backgrounds and have predisaster health problems. The study demonstrated that some subpopulations are particularly prone to experience cognitive disability after disasters, which could be overlooked in studies assessing population average associations only.
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spelling pubmed-84809222021-10-08 Heterogeneity in cognitive disability after a major disaster: A natural experiment study Shiba, Koichiro Daoud, Adel Hikichi, Hiroyuki Yazawa, Aki Aida, Jun Kondo, Katsunori Kawachi, Ichiro Sci Adv Social and Interdisciplinary Sciences Cognitive disability following traumatic experiences of disaster has been documented; however, little is known about heterogeneity in the association across individuals. In this natural experiment study of approximately 3000 Japanese older adults in an area directly affected by the 2011 Great East Japan Earthquake, the baseline survey was established 7 months before the 2011 earthquake. To inductively identify heterogeneity in postdisaster cognitive disability by predisaster characteristics, we applied a machine learning–based causal inference approach—generalized random forest. We identified strong evidence for heterogeneity in the association between home loss and cognitive disability objectively assessed 2.5 and 5.5 years after the 2011 earthquake. The subgroups with the strongest disaster-dementia associations tended to be from low socioeconomic backgrounds and have predisaster health problems. The study demonstrated that some subpopulations are particularly prone to experience cognitive disability after disasters, which could be overlooked in studies assessing population average associations only. American Association for the Advancement of Science 2021-09-29 /pmc/articles/PMC8480922/ /pubmed/34586850 http://dx.doi.org/10.1126/sciadv.abj2610 Text en Copyright © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution License 4.0 (CC BY). https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution license (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 Social and Interdisciplinary Sciences
Shiba, Koichiro
Daoud, Adel
Hikichi, Hiroyuki
Yazawa, Aki
Aida, Jun
Kondo, Katsunori
Kawachi, Ichiro
Heterogeneity in cognitive disability after a major disaster: A natural experiment study
title Heterogeneity in cognitive disability after a major disaster: A natural experiment study
title_full Heterogeneity in cognitive disability after a major disaster: A natural experiment study
title_fullStr Heterogeneity in cognitive disability after a major disaster: A natural experiment study
title_full_unstemmed Heterogeneity in cognitive disability after a major disaster: A natural experiment study
title_short Heterogeneity in cognitive disability after a major disaster: A natural experiment study
title_sort heterogeneity in cognitive disability after a major disaster: a natural experiment study
topic Social and Interdisciplinary Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480922/
https://www.ncbi.nlm.nih.gov/pubmed/34586850
http://dx.doi.org/10.1126/sciadv.abj2610
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