Spatial Statistical Analysis of Regional Disparities in Suicide Among Policy Units in Japan: Using the Bayesian Hierarchical Model

Overview

Journal PLOS Glob Public Health

Specialty Public Health

Date 2023 Mar 24

PMID 36962746

Authors

Masahide Koda

Katsunori Kondo

Satoru Takahashi

Toshiyuki Ojima

Tomohiro Shinozaki

Manabu Ichikawa

Nahoko Harada

Yasushi Ishida

Affiliations

Soon will be listed here.

Abstract

Suicide prevention is a crucial policy issue in Japan to be addressed nationally. Nevertheless, if there are regional differences in suicide, even in adjacent sub-regions, measures may need to be taken at the sub-regional level. Previous studies have not compared regional differences in suicide based on the size of policy units, such as prefectures, secondary medical areas, and municipalities. This study used the number of suicides from open data for 10 years from 2009 to 2018 to obtain shrinkage estimates of the standardized mortality ratio (SMR) using the Bayesian hierarchical model. We visualized and compared the regional disparities in suicide for each policy unit. For each gender and policy unit, adjacent regions had similar clusters of SMRs and positive spatial autocorrelation of global Moran's I (p < 0.001 for each). Comparisons between each policy unit showed that even if the SMR was low for the prefectural units, there were regions with high SMRs in municipalities and secondary medical areas, and vice versa. It was found that assessing suicide solely on a prefecture-by-prefecture basis may overlook regional disparities in suicide. This research emphasizes the need to establish suicide indicators at the secondary medical or municipal level and execute individual suicide prevention interventions in neighboring communities. Prefectures can also play a role in developing collaborative cooperation between neighboring regions by acting as actors.

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