ArticlePloS one2016
Association between the Density of Physicians and Suicide Rates in Japan: Nationwide Ecological Study Using a Spatial Bayesian Model.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Effectiveness of online and mobile telephone applications ('apps') for the self-management of suicidal ideation and self-harm: a systematic review and meta-analysis.BMC psychiatry · 2017Pooled it
- Regional Disparities in Domiciliary Dental-Care Utilization and Their Association with Pneumonia Mortality in Japan: An Ecological Study Using National Open Data.JMA journal · 2026Article
- Social determinants of older adult suicide: an ecological study using data of Japanese secondary medical areas.BMC public health · 2026Article
- An Analysis of Differences in Successful Aging, Loneliness, and Depression According to Marital Status Among Older Golf Participants.Behavioral sciences (Basel, Switzerland) · 2026Article
- A Smartphone-Based Psychological Intervention for Nonsuicidal Self-Injury (Kalmer App): Protocol for a Multicenter Double-Blind Randomized Controlled Trial.JMIR research protocols · 2026Article
- Association of municipal rurality and area deprivation with cause-specific mortality in Japan: a nationwide ecological study.BMJ public health · 2026Article
- Analysis of Multi-Domain Factors Influencing Mental Health and Suicide: A Comparative Study of Urban and Rural Areas at City, County, and District Levels in Korea.Journal of Korean medical science · 2025Article
- Delivering real-time support for self-injury: A systematic review on ecological momentary interventions.Internet interventions · 2025Review
- Spatial statistical analysis of regional disparities in suicide among policy units in Japan: Using the Bayesian hierarchical model.PLOS global public health · 2022Article
- Relationships between Expenditure of Regional Governments and Suicide Mortalities Caused by Six Major Motives in Japan.International journal of environmental research and public health · 2021Article
- Article
- Effects of Financial Expenditure of Prefectures/Municipalities on Regional Suicide Mortality in Japan.International journal of environmental research and public health · 2021Article
- Impacts of Dual-Income Household Rate on Suicide Mortalities in Japan.International journal of environmental research and public health · 2021Article
- Analysing the Impacts of Financial Support for Regional Suicide Prevention Programmes on Suicide Mortality Caused by Major Suicide Motives in Japan Using Statistical Government Data.International journal of environmental research and public health · 2021Article
- Macro-level mental health system indicators and cross-national suicide rates.Global health action · 2021Article
- Article
- The relationship of nursing practice laws to suicide and homicide rates: a longitudinal analysis of US states from 2012 to 2016.BMC health services research · 2020Article
- Can Financial Support Reduce Suicide Mortality Rates?International journal of environmental research and public health · 2019Article
- Spatiotemporal Suicide Risk in Germany: A Longitudinal Study 2007-11.Scientific reports · 2017Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundRegional disparity in suicide rates is a serious problem worldwide. One possible cause is unequal distribution of the health workforce, especially psychiatrists. Research about the association between regional physician numbers and suicide rates is therefore important but studies are rare. The objective of this study was to evaluate the association between physician numbers and suicide rates in Japan, by municipality.
methodsThe study included all the municipalities in Japan (n = 1,896). We estimated smoothed standardized mortality ratios of suicide rates for each municipality and evaluated the association between health workforce and suicide rates using a hierarchical Bayesian model accounting for spatially correlated random effects, a conditional autoregressive model. We assumed a Poisson distribution for the observed number of suicides and set the expected number of suicides as the offset variable. The explanatory variables were numbers of physicians, a binary variable for the presence of psychiatrists, and social covariates.
resultsAfter adjustment for socioeconomic factors, suicide rates in municipalities that had at least one psychiatrist were lower than those in the other municipalities. There was, however, a positive and statistically significant association between the number of physicians and suicide rates.
conclusionsSuicide rates in municipalities that had at least one psychiatrist were lower than those in other municipalities, but the number of physicians was positively and significantly related with suicide rates. To improve the regional disparity in suicide rates, the government should encourage psychiatrists to participate in community-based suicide prevention programs and to settle in municipalities that currently have no psychiatrists. The government and other stakeholders should also construct better networks between psychiatrists and non-psychiatrists to support sharing of information for suicide prevention.
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