Machine learning and the prediction of suicide in psychiatric populations: a systematic review

A Pigoni, G Delvecchio, N Turtulici, D Madonna… - Translational …, 2024 - nature.com
Abstract Machine learning (ML) has emerged as a promising tool to enhance suicidal
prediction. However, as many large-sample studies mixed psychiatric and non-psychiatric …

[HTML][HTML] Artificial intelligence and suicide prevention: a systematic review of machine learning investigations

RA Bernert, AM Hilberg, R Melia, JP Kim… - International journal of …, 2020 - mdpi.com
Suicide is a leading cause of death that defies prediction and challenges prevention efforts
worldwide. Artificial intelligence (AI) and machine learning (ML) have emerged as a means …

Collaborative meta-analysis finds no evidence of a strong interaction between stress and 5-HTTLPR genotype contributing to the development of depression

RC Culverhouse, NL Saccone, AC Horton, Y Ma… - Molecular …, 2018 - nature.com
The hypothesis that the S allele of the 5-HTTLPR serotonin transporter promoter region is
associated with increased risk of depression, but only in individuals exposed to stressful …

The use of machine learning in the study of suicidal and non-suicidal self-injurious thoughts and behaviors: A systematic review

TA Burke, BA Ammerman, R Jacobucci - Journal of affective disorders, 2019 - Elsevier
Background Machine learning techniques offer promise to improve suicide risk prediction. In
the current systematic review, we aimed to review the existing literature on the application of …

Substance use and suicide

L Vijayakumar, MS Kumar… - Current opinion in …, 2011 - journals.lww.com
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Workplace interventions to prevent suicide: A sco** review

N Hallett, H Rees, F Hannah, L Hollowood… - PLoS one, 2024 - journals.plos.org
Objectives To map organisational interventions for workplace suicide prevention, identifying
the effects, mechanisms, moderators, implementation and economic costs, and how …

Mining social networks to improve suicide prevention: A sco** review

J Lopez‐Castroman, B Moulahi, J Azé… - Journal of …, 2020 - Wiley Online Library
Attention about the risks of online social networks (SNs) has been called upon reports
describing their use to express emotional distress and suicidal ideation or plans. On the …

[HTML][HTML] Factores de riesgo de la conducta suicida asociados a trastornos depresivos y ansiedad

E Baca García, F Aroca - Salud mental, 2014 - scielo.org.mx
Introducción El suicidio es una de las 10 principales causas de muerte a nivel mundial. La
conducta suicida es resultado de la interrelación de factores psicopatológicos (depresión …

Sociodemographic and psychopathological risk factors in repeated suicide attempts: gender differences in a prospective study

J Monnin, E Thiemard, P Vandel, M Nicolier… - Journal of affective …, 2012 - Elsevier
BACKGROUND: The prevention of the repetition of suicide attempts is an important feature
of the care of attempters but current data fail to give actual predictors of repetition. The aim of …

Suicide reattempters: a systematic review

P Mendez-Bustos, V de Leon-Martinez… - Harvard Review of …, 2013 - journals.lww.com
Learning Objectives: After participating in this educational activity, the psychiatrist should be
better able to 1. Identify the characteristic features of suicide reattempters. 2. Evaluate the …