Machine learning for suicidal ideation identification: A systematic literature review
WF Heckler, JV de Carvalho, JLV Barbosa - Computers in Human Behavior, 2022 - Elsevier
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 …
Suicide among Ugandan university students: evidence from media reports for 2010–2020
MM Kaggwa, M Muwanguzi, E Nduhuura… - BJPsych …, 2021 - cambridge.org
University students are in transition to adulthood and face multiple challenges that may lead
to suicide. They are reported to have a higher risk of suicide by the World Health …
to suicide. They are reported to have a higher risk of suicide by the World Health …
[HTML][HTML] Prediction of mental health problem using annual student health survey: machine learning approach
Background One of the reasons why students go to counseling is being called on based on
self-reported health survey results. However, there is no concordant standard for such calls …
self-reported health survey results. However, there is no concordant standard for such calls …
Mental health and suicidality in Afghan students after the Taliban takeover in 2021
A Naghavi, MS Afsharzada, J Brailovskaia… - Journal of affective …, 2022 - Elsevier
Background On the 15th of August 2021, Kabul was captured by the Taliban, leading to the
fall of the Islamic Republic of Afghanistan. The present study investigated PTSD symptoms …
fall of the Islamic Republic of Afghanistan. The present study investigated PTSD symptoms …
[HTML][HTML] Diminished frontal pole size and functional connectivity in young adults with high suicidality
Background Suicide rates among young people have been increasing in recent years, yet
no validated methods are available for identifying those who are at greatest risk for suicide …
no validated methods are available for identifying those who are at greatest risk for suicide …
Thoth: An intelligent model for assisting individuals with suicidal ideation
WF Heckler, LP Feijó, JV de Carvalho… - Expert Systems with …, 2023 - Elsevier
Suicide causes approximately 800,000 deaths worldwide annually, meaning one death
every 40 s. Suicidal ideation is the first stage in the risk scale, in which the individuals have …
every 40 s. Suicidal ideation is the first stage in the risk scale, in which the individuals have …
Structured data vs. unstructured data in machine learning prediction models for suicidal behaviors: A systematic review and meta-analysis
D Hopkins, DJ Rickwood, DJ Hallford… - Frontiers in digital …, 2022 - frontiersin.org
Suicide remains a leading cause of preventable death worldwide, despite advances in
research and decreases in mental health stigma through government health campaigns …
research and decreases in mental health stigma through government health campaigns …
A comprehensive review of computer-aided diagnosis of major mental and neurological disorders and suicide: a biostatistical perspective on data mining
The World Health Organization (WHO) suggests that mental disorders, neurological
disorders, and suicide are growing causes of morbidity. Depressive disorders …
disorders, and suicide are growing causes of morbidity. Depressive disorders …
The use of machine learning on administrative and survey data to predict suicidal thoughts and behaviors: a systematic review
NH Somé, P Noormohammadpour, S Lange - Frontiers in psychiatry, 2024 - frontiersin.org
Background Machine learning is a promising tool in the area of suicide prevention due to its
ability to combine the effects of multiple risk factors and complex interactions. The power of …
ability to combine the effects of multiple risk factors and complex interactions. The power of …
Posttraumatic stress disorder symptoms and suicidal ideation/behavior: The moderating effects of positive mental health and social support among Iranian and …
Suicidal ideation and behavior are common in those suffering from Posttraumatic Stress
Disorder (PTSD). The present study investigated factors buffering the association between …
Disorder (PTSD). The present study investigated factors buffering the association between …