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      Categorization of disaster-related deaths in Minamisoma city after the Fukushima nuclear disaster using clustering analysis

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          Abstract

          The medical situation during disasters often differs from that at usual times. Disasters can lead to significant mortality that can be difficult to monitor. The types of disaster-related deaths are largely unknown. In this study, we conducted a survey to categorize the disaster-related deaths caused by a radiation disaster. A total of 520 people living in Minamisoma City, Fukushima Prefecture, at the time of the Fukushima Daiichi Nuclear Power Plant accident, who were certified to have died due to disaster-related causes were surveyed. We divided the participants into those who were at home at the time of the earthquake and those who were in hospitals or facilities when the disaster struck and conducted a hierarchical cluster analysis of the two groups. Disaster-related deaths could be divided into seven groups for those who were at home at the time of the disaster and five groups for those who were in hospitals or facilities at the time of the disaster. Each group showed different characteristics, such as "the group with disabilities," "the group receiving care," and "the group with depression," and it became evident that not only uniform post-disaster support, but support tailored to the characteristics of each group is necessary.

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          Statistical Power Analysis for the Behavioral Sciences

          <i>Statistical Power Analysis</i> is a nontechnical guide to power analysis in research planning that provides users of applied statistics with the tools they need for more effective analysis. The Second Edition includes: <br> * a chapter covering power analysis in set correlation and multivariate methods;<br> * a chapter considering effect size, psychometric reliability, and the efficacy of "qualifying" dependent variables and;<br> * expanded power and sample size tables for multiple regression/correlation.<br>
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            Hierarchical Grouping to Optimize an Objective Function

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              Visualizing data using t-SNE

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                Author and article information

                Contributors
                tsubo-m@fmu.ac.jp
                Journal
                Sci Rep
                Sci Rep
                Scientific Reports
                Nature Publishing Group UK (London )
                2045-2322
                5 February 2024
                5 February 2024
                2024
                : 14
                : 2946
                Affiliations
                [1 ]Department of Radiation Health Management, Fukushima Medical University School of Medicine, ( https://ror.org/012eh0r35) Fukushima, Japan
                [2 ]School of Medicine, Hiroshima University, ( https://ror.org/03t78wx29) Hiroshima, Japan
                [3 ]Department of Surgery, Jyoban Hospital of Tokiwa Foundation, ( https://ror.org/00njwz164) Iwaki, Japan
                [4 ]GRID grid.518427.d, Research Center for Community Health, , Minamisoma Municipal General Hospital, ; Fukushima, Japan
                [5 ]Department of Health Risk Communication, Fukushima Medical University School of Medicine, ( https://ror.org/012eh0r35) Fukushima, Japan
                [6 ]Present Address: Center for Infectious Disease Education and Research, Osaka University, ( https://ror.org/035t8zc32) Suita, Japan
                [7 ]Department of Internal Medicine, Soma Central Hospital, ( https://ror.org/0535vdn91) Fukushima, Japan
                [8 ]Department of Public Health, Fukushima Medical University School of Medicine, ( https://ror.org/012eh0r35) Fukushima, Japan
                [9 ]Reinstatement Support Center for Nurses, Incorporated Foundation of Tokiwa-Kai, Iwaki, Japan
                [10 ]St. Olive Nursing Home, Shirakawa, Japan
                [11 ]Department of Nursing, Fukushima Medical University Hospital, ( https://ror.org/048fx3n07) Fukushima, Japan
                [12 ]Department of Psychiatry, Hori Mental Clinic, Minamisoma, Japan
                [13 ]Department of Breast and Thyroid Surgery, Jyoban Hospital of Tokiwa Foundation, ( https://ror.org/00njwz164) Iwaki, Japan
                [14 ]Department of Neurosurgery, Minamisoma Municipal General Hospital, ( https://ror.org/00yv3xr02) Minamisoma, Japan
                [15 ]Department of Psychiatry, Aizu Medical Center, Fukushima Medical University, ( https://ror.org/012eh0r35) Aizuwakamatsu, Japan
                Article
                53165
                10.1038/s41598-024-53165-2
                10844307
                38316846
                3c2ec75a-9e3e-4c58-a7a6-4e42cfed07da
                © The Author(s) 2024

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 2 September 2023
                : 29 January 2024
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                © Springer Nature Limited 2024

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                public health,statistics
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                public health, statistics

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