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Suicidal behaviour prediction models using machine learning techniques: A systematic review
Background Early detection and prediction of suicidal behaviour are key factors in suicide
control. In conjunction with recent advances in the field of artificial intelligence, there is …
control. In conjunction with recent advances in the field of artificial intelligence, there is …
Translating promise into practice: a review of machine learning in suicide research and prevention
In ever more pressured health-care systems, technological solutions offering scalability of
care and better resource targeting are appealing. Research on machine learning as a …
care and better resource targeting are appealing. Research on machine learning as a …
[HTML][HTML] Specific anxiety and depression symptoms are risk factors for the onset of suicidal ideation and suicide attempts in youth
Background Suicidality research has typically focused on affective disorders to identify at-
risk youth. Investigating the predictive role of individual symptoms, particularly anxiety …
risk youth. Investigating the predictive role of individual symptoms, particularly anxiety …
Machine learning for suicidal ideation identification: A systematic literature review
Suicide causes approximately one death every 40 s. Suicidal ideation is the first stage in the
risk scale, being a potential gate for suicide prevention. Machine learning emerged as a …
risk scale, being a potential gate for suicide prevention. Machine learning emerged as a …
[HTML][HTML] Machine learning-based prediction for self-harm and suicide attempts in adolescents
This study aimed to use machine learning (ML) models to predict the risk of self-harm and
suicide attempts in adolescents. We conducted secondary analysis of cross-sectional data …
suicide attempts in adolescents. We conducted secondary analysis of cross-sectional data …
Machine learning assessment of early life factors predicting suicide attempt in adolescence or young adulthood
Importance Although longitudinal studies have reported associations between early life
factors (ie, in-utero/perinatal/infancy) and long-term suicidal behavior, they have …
factors (ie, in-utero/perinatal/infancy) and long-term suicidal behavior, they have …
Interpersonal theory of suicide: prospective examination
BackgroundThe interpersonal theory of suicide (IPTS) is one of the most intensively
researched contemporary theories on the development of suicidal ideation and behaviour …
researched contemporary theories on the development of suicidal ideation and behaviour …
Conducta suicida en adolescentes a revisión: creando esperanza a través de la acción
La conducta suicida es un problema socio-sanitario de primer orden. El objetivo general de
este trabajo es realizar una revisión narrativa de la conducta suicida en adolescentes …
este trabajo es realizar una revisión narrativa de la conducta suicida en adolescentes …
[HTML][HTML] Predicting the 9-year course of mood and anxiety disorders with automated machine learning: A comparison between auto-sklearn, naïve Bayes classifier …
Background Predicting the onset and course of mood and anxiety disorders is of clinical
importance but remains difficult. We compared the predictive performances of traditional …
importance but remains difficult. We compared the predictive performances of traditional …
Family conflict and suicidal behaviour in adolescence: The mediating role of the assertive interpersonal schema
Suicidal behaviour in adolescents is a significant problem worldwide. Family plays an
important role in this issue, with family conflict associated with a greater likelihood of current …
important role in this issue, with family conflict associated with a greater likelihood of current …