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 …

Suicide crisis syndrome: a systematic review

L Melzer, T Forkmann… - Suicide and Life …, 2024 - Wiley Online Library
Background The objective of this systematic review is to describe the scientific evidence for
the Suicide Crisis Syndrome (SCS), a presuicidal cognitive and affective state consisting of …

The revised suicide crisis inventory (SCI-2): Validation and assessment of prospective suicidal outcomes at one month follow-up

S Bloch-Elkouby, S Barzilay, BS Gorman… - Journal of affective …, 2021 - Elsevier
Abstract Background and Aim The Suicide Crisis Syndrome (SCS) is an evidence-based pre-
suicidal cognitive and affective state predictive of short-term suicide risk. The most recent …

Factor structure and validity of the Revised Suicide Crisis Inventory (SCI-2) among Indian adults

V Menon, AR Bafna, ML Rogers, J Richards… - Asian journal of …, 2022 - Elsevier
Background There is a dearth of cross-cultural data on the psychometric properties of the
revised Suicide Crisis Inventory (SCI)− 2. Our objective was to examine the factor structure …

The role of suicide ideation in assessing near-term suicide risk: A machine learning approach

L McMullen, N Parghi, ML Rogers, H Yao… - Psychiatry …, 2021 - Elsevier
Background The majority of suicide attempters do not disclose suicide ideation (SI) prior to
making an attempt. When reported, SI is nevertheless associated with increased risk of …

Cross-national presence and sociodemographic correlates of the suicide crisis syndrome

ML Rogers, L McMullen, Y Liang, N Perez… - Journal of affective …, 2023 - Elsevier
Abstract Background The Suicide Crisis Syndrome (SCS) has been proposed as an acute,
pre-suicidal mental state that precedes imminent suicidal behavior; however, its cross …

Suicide plan prevalence, recurrence, and longitudinal association with nonfatal suicide attempt

KP Linthicum, JD Ribeiro - Suicide and Life‐Threatening …, 2022 - Wiley Online Library
Background Each year, millions of people develop suicide plans. These plans are assumed
to indicate imminent suicide risk, yet this has rarely been tested. The present study seeks to …

[PDF][PDF] A review and meta-analysis of machine intelligence approaches for mental health issues and depression detection

R Chahar, AK Dubey, SK Narang - International Journal of …, 2021 - researchgate.net
Cases of mental health issues are increasing continuously and have sped up due to COVID-
19. There are high chances of developing mental health issues such as depression, anxiety …

A comprehensive review of computer-aided diagnosis of major mental and neurological disorders and suicide: a biostatistical perspective on data mining

M Mansourian, S Khademi, HR Marateb - Diagnostics, 2021 - mdpi.com
The World Health Organization (WHO) suggests that mental disorders, neurological
disorders, and suicide are growing causes of morbidity. Depressive disorders …

Suicide Crisis Inventory-2: factor structure, internal consistency, and validity in a Brazilian sample

J Peper-Nascimento, ML Rogers… - Brazilian Journal of …, 2024 - SciELO Brasil
Objective: To evaluate the factor structure, reliability, and validity of the Brazilian version of
the Suicide Crisis Inventory-2 (SCI-2) among Brazilian adults. Methods: The SCI-2 was cross …