Change in employment status and its causal effect on suicidal ideation and depressive symptoms: A marginal structural model with machine learning algorithms

• Main Authors: Jaehong Yoon (Author), Ji-Hwan Kim (Author), Yeonseung Chung (Author), Jinsu Park (Author), Ja-Ho Leigh (Author), Seung-Sup Kim (Author)
• Format: Book
• Published: Nordic Association of Occupational Safety and Health (NOROSH), 2024-04-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

OBJECTIVE: This study aimed to assess the causal effect of a change in employment status on suicidal ideation and depressive symptoms by applying marginal structural models (MSM) with machine-learning (ML) algorithms. METHODS: We analyzed data from the 8-15^th waves (2013-2020) of the Korean Welfare...