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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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American Association for the Advancement of Science
2021
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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. |
format | Online Article Text |
id | pubmed-8480922 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
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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