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Overtime working patterns and adverse events in work-related suicide cases: hierarchical cluster analysis of national compensation data in Japan (fiscal year 2015-2016).

Yuki NishimuraTakashi YamauchiTakeshi SasakiToru YoshikawaMasaya Takahashi
Published in: International archives of occupational and environmental health (2021)
This is the first study to employ a clustering technique to objectively reveal the actual working patterns behind suicide. The patterns of working overtime before the onset of mental disorders varied considerably among the cases. Taking the transition of working overtime into account may provide clearer insight into the relationship between long working hours and workers' mental health. These results highlight the need for countermeasures especially for causes of chronic overworking, drastic increases in working hours, and interpersonal conflicts to prevent work-related suicide.
Keyphrases
  • mental health
  • single cell
  • gene expression
  • rna seq
  • machine learning
  • dna methylation
  • quality improvement
  • mental illness
  • drug induced