The use of advanced technology and statistical methods to predict and prevent suicide

EM Kleiman, CR Glenn, RT Liu - Nature reviews psychology, 2023 - nature.com
In the past decade, two themes have emerged across suicide research. First, according to
meta-analyses, the ability to predict and prevent suicidal thoughts and behaviours is weaker …

Application of natural language processing (NLP) in detecting and preventing suicide ideation: a systematic review

A Arowosegbe, T Oyelade - International Journal of Environmental …, 2023 - mdpi.com
(1) Introduction: Around a million people are reported to die by suicide every year, and due
to the stigma associated with the nature of the death, this figure is usually assumed to be an …

Artificial Intelligence-based Suicide Prevention and Prediction: A Systematic Review (2019-2023)

A Atmakuru, A Shahini, S Chakraborty, S Seoni… - Information …, 2024 - Elsevier
Suicide is a major global public health concern, and the application of artificial intelligence
(AI) methods, such as natural language processing (NLP), machine learning (ML), and deep …

Pregnancy-associated Homicide and suicide: an analysis of the National violent death reporting system, 2008–2019

AM Modest, LC Prater, NT Joseph - Obstetrics & Gynecology, 2022 - journals.lww.com
OBJECTIVE: To analyze differences in the demographic and social factors associated with
pregnancy-associated violent deaths due to homicide compared with suicide by pregnancy …

Identifying latent themes in suicide among black and white adolescents and young adults using the National Violent Death Reporting System, 2013–2019

JA Phillips, TR Davidson, MS Baffoe-Bonnie - Social Science & Medicine, 2023 - Elsevier
Suicide rates for adolescents and young adults (AYA) have risen dramatically in recent
years–by almost 60% for Americans aged 10–24 years between 2007 and 2018. This …

[HTML][HTML] Factors associated with suicide/self-inflicted injuries among women aged 18–65 years in the United States: A 13-year retrospective analysis of the National …

O Akinyemi, T Ogundare, AF Oladunjoye, KE Nasef… - PLoS one, 2023 - journals.plos.org
Background Suicide is a significant cause of mortality in the United States, accounting for
14.5 deaths/100,000. Although there are data on gender disparity in suicide/self-inflicted …

Characterizing female firearm suicide circumstances: a natural language processing and machine learning approach

EV Goldstein, SJ Mooney, J Takagi-Stewart… - American journal of …, 2023 - Elsevier
Introduction Since 2005, female firearm suicide rates increased by 34%, outpacing the rise
in male firearm suicide rates over the same period. The objective of this study was to …

Personal circumstances preceding firearm suicide death among Black adults in the United States

EV Goldstein - Journal of Racial and Ethnic Health Disparities, 2024 - Springer
Despite an alarming rise in firearm suicide rates within Black communities, there has been
little research on the contributors that precede firearm suicide deaths among Black adults …

Childhood factors associated with unnatural death through midadulthood

KB Roth, G Kahn, CL Storr, HC Wilcox - JAMA network open, 2024 - jamanetwork.com
Importance Life expectancy is decreasing in the US. Without national efforts to address
factors that support policies and programs directed at children living in areas of concentrated …

Critical gaps in understanding firearm suicide in Hispanic communities: demographics, mental health, and access to care

EV Goldstein, F Brenes, FA Wilson - Health affairs scholar, 2023 - academic.oup.com
Abstract Suicide rates increased by 26.7% among Hispanics from 2015 to 2020, driven at
least in part by highly lethal firearm suicide deaths. However, there are critical gaps in …