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

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

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...

Full description

Bibliographic Details
Main Authors:	Jaehong Yoon, Ji-Hwan Kim, Yeonseung Chung, Jinsu Park, Ja-Ho Leigh, Seung-Sup Kim
Format:	Article
Language:	English
Published:	Nordic Association of Occupational Safety and Health (NOROSH) 2024-04-01
Series:	Scandinavian Journal of Work, Environment & Health
Subjects:	suicide effect employment status depressive symptom suicidal ideation precarious work machine learning marginal structural model algorithm social epidemiology inverse probability weight
Online Access:	https://www.sjweh.fi/article/4150

Similar Items

Loss of permanent employment and its association with suicidal ideation: a cohort study in South Korea
by: Seohyun Yoon, et al.
Published: (2017-09-01)

Tinnitus, Suicide, and Suicidal Ideation: A Scoping Review of Primary Research
by: Carol MacDonald, et al.
Published: (2023-10-01)

Elucidating the chronic, complex nature of suicidal ideation: A national qualitative study of veterans with a recent suicide attempt
by: Lauren M. Denneson, et al.
Published: (2020-12-01)

On suicidal ideation: the need for inductive methodologies to advance the field
by: Lauro Estivalete Marchionatti, et al.
Published: (2023-11-01)

Prevalence of Suicidal Ideation among Pregnant Women in Gran Canaria
by: María del Amor Santana-González, et al.
Published: (2023-12-01)

The Effect of Intravenous Ketamine in Suicidal Ideation of Emergency Department Patients
by: Parvin Kashani, et al.
Published: (2018-11-01)

Impulsivity and aggression in suicide ideators and suicide attempters of high and low lethality
by: Silje Støle Brokke, et al.
Published: (2022-12-01)

Family and individual factors of suicidal ideation in adolescents
by: Srdanović-Maraš Jelena, et al.
Published: (2011-01-01)

Suicide ideation and attempts among people with epilepsy in Addis Ababa, Ethiopia
by: Kelelemua Haile, et al.
Published: (2018-01-01)

Prevalence of suicidal ideation, suicidal attempt and completed suicide in Ethiopia: a systematic review and meta-analysis protocol
by: Berhanu Boru Bifftu, et al.
Published: (2019-03-01)

Rorschach Assessment in Suicide Survivors: Focus on Suicidal Ideation
by: Arianna Palmieri, et al.
Published: (2019-01-01)

Factors associated with suicide ideation of healthcare university students
by: Girliani Silva de Sousa, et al.
Published: (2021-11-01)

Clinical Differences Between Single and Multiple Suicide Attempters, Suicide Ideators, and Non-suicidal Inpatients
by: Isabella Berardelli, et al.
Published: (2020-12-01)

Social connectedness and suicidal ideation: the roles of perceived burdensomeness and thwarted belongingness in the distress to suicidal ideation pathway
by: Peter Richard Gill, et al.
Published: (2023-10-01)

Review of completed suicide and suicidal ideation in oncologic patients from a geographic classification
by: Daniel Díaz-Frutos, et al.
Published: (2021-11-01)

Investigating mental health status and prevalence of suicidal ideation in the elderly
by: Ameneh Jafari Nodolaghi, et al.
Published: (2019-09-01)

Correlates of Suicidal Ideation in Adolescents: A Cross Sectional Study
by: Saba Yasien, et al.
Published: (2021-06-01)

Revisiting the work-suicide link: renewed evidence and models of analysis in workplace contexts
by: José Antonio Llosa, et al.
Published: (2023-10-01)

Electrophysiological Changes Between Patients With Suicidal Ideation and Suicide Attempts: An Event-Related Potential Study
by: Sung Hoon Yoon, et al.
Published: (2022-05-01)

Suicidal ideation and suicidal beliefs as prospective indicators of suicidal behavior among primary care patients
by: Craig J. Bryan, et al.
Published: (2023-06-01)

Corrigendum: Electrophysiological changes between patients with suicidal ideation and suicide attempts: An event-related potential study
by: Sung Hoon Yoon, et al.
Published: (2022-08-01)

Prevalence and Factors Associated with Suicidal Ideation in General population of Shiraz, 2017
by: Ramin Shiraly, et al.
Published: (2019-09-01)

The prevalence of suicide attempt and suicidal ideation and its relationship with aggression and bullying in Chilean adolescents
by: Constanza Veloso-Besio, et al.
Published: (2023-05-01)

Determinants of Suicidal Ideation in Taiwanese Urban Adolescents
by: Hsiu-Ju Chang, et al.
Published: (2008-02-01)

A systematic review of the risk factors for suicidal ideation, suicidal attempt and completed suicide among children and adolescents in sub-Saharan Africa between 1986 and 2018: protocol for a systematic review of observational studies
by: Godfrey Zari Rukundo, et al.
Published: (2018-12-01)

Prevalence and comorbidity of common mental disorders and associations with suicidal ideation in the adult population
by: Yousef Veisani, et al.
Published: (2017-07-01)

Predicting Suicidal Thoughts Based on Components of difficulty in emotion regulation in suicide ideators
by: Seyed hamed Sadjadpour, et al.
Published: (2020-01-01)

EXPOSURE TO WORKPLACE BULLYING AND SUICIDAL IDEATION: AN EXPLORATORY STUDY
by: Ernesto Rosario-Hernández, et al.
Published: (2019-01-01)

Suicidal ideation in medical students: a worldwide problem
by: Ahmed G, et al.
Published: (2019-02-01)

A study on suicidal ideation and associated factors in prisoners of addis ababa correctional center
by: Haile G Egziabher, et al.
Published: (2018-01-01)

Suicidal Ideations in Patients With Obsessive-Compulsive Disorder
by: Peyvand Shambayati, et al.
Published: (2022-01-01)

An exploration of suicidal ideation and attempts, and care use and unmet need among suicide-ideators in a Belgian population study
by: Eva Rens, et al.
Published: (2023-09-01)

Academic Procrastination, Depressive Symptoms and Suicidal Ideation in University Students: A look during the Pandemic
by: Julio Cjuno, et al.
Published: (2022-12-01)

A study of depressive symptomatology and suicidal ideation in patients with schizophrenia
by: Lokeswara R Pabbathi, et al.
Published: (2014-01-01)

Prevalence of Suicide Ideation among Students of Zanjan University of Medical Sciences
by: Heshmati Arezoo, et al.
Published: (2019-08-01)

From ideation to attempt: A study of suicidality and its correlates amongst patients with schizophrenia in a resource-poor country
by: Oluseun P. Ogunnubi, et al.
Published: (2022-01-01)

Prevalence of suicide ideation and attempt during COVID-19 pandemic: A systematic review and meta-analysis
by: Samira Tardeh, et al.
Published: (2023-01-01)

Validation of the Farsi version of the Suicide Ideation and Behavior Scale
by: Ali Mehrabi, et al.
Published: (2023-09-01)

A Cognitive Distortions and Deficits Model of Suicide Ideation
by: Laura L. Fazakas-DeHoog, et al.
Published: (2017-05-01)

Plasma VEGF Concentrations and Ketamine's Effects on Suicidal Ideation in Depression With Suicidal Ideation
by: Wei Zheng, et al.
Published: (2022-04-01)