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 …

Understanding suicidal pathways through the lens of a Dual-System Model of Suicidality in real-time: The potential of ecological momentary assessments

J Brüdern, H Glaesmer, T Berger… - Frontiers in …, 2022 - frontiersin.org
Within the ideation-to-action framework, existing theories of suicidal thoughts and behaviors
(STBs) primarily focus on the linear progression of suicide risk. This, however, neglects …

[HTML][HTML] Daily life affective dynamics as transdiagnostic predictors of mental health symptoms: An ecological momentary assessment study

X Zhu, Y Yang, Z Xiao, A Pooley, E Ozdemir… - Journal of Affective …, 2024 - Elsevier
Background Affective dynamics have been identified as a correlate of a broad span of
mental health issues, making them key candidate transdiagnostic factors. However, there …

[HTML][HTML] Ecological Momentary Assessment of Self-Harm Thoughts and Behaviors: Systematic Review of Constructs From the Integrated Motivational-Volitional Model

L Winstone, J Heron, A John, OJ Kirtley… - JMIR Mental …, 2024 - mental.jmir.org
Background The integrated motivational-volitional model (IMV) is one of the leading
theoretical models of suicidal thoughts and behavior. There has been a recent proliferation …

Heterogeneity in suicide risk: Evidence from personalized dynamic models

DDL Coppersmith, EM Kleiman, AJ Millner… - Behaviour research and …, 2024 - Elsevier
Most theories of suicide propose within-person changes in psychological states cause
suicidal thoughts/behaviors; however, most studies use between-person analyses. Thus …

[HTML][HTML] A suicide-specific diagnosis–The case against

AL Berman, MM Silverman - Crisis, 2023 - econtent.hogrefe.com
First and foremost, we applaud Dr. Cohen and her colleagues for developing the suicide
crisis syndrome (SCS) and its attendant focus on high and acute suicide risk, in particular …

Idiographic Prediction of Suicidal Thoughts: Building Personalized Machine Learning Models with Real-Time Monitoring Data

S Wang, Y Yacoby, W Pan, K Bentley, S Bird… - 2023 - osf.io
Suicide risk is highest immediately after psychiatric hospitalization, but the field lacks
methods for identifying which patients are at greatest risk, and when. We built personalized …

Building personalized machine learning models using real-time monitoring data to predict idiographic suicidal thoughts

SB Wang, RDI Van Genugten, Y Yacoby, W Pan… - Nature Mental …, 2024 - nature.com
Suicide risk is highest immediately after psychiatric hospitalization, but the field lacks
methods for identifying which patients are at greatest risk, and when. We built personalized …

[HTML][HTML] Automated Real-Time Tool for Promoting Crisis Resource Use for Suicide Risk (ResourceBot): Development and Usability Study

DDL Coppersmith, KH Bentley, EM Kleiman… - JMIR Mental …, 2024 - mental.jmir.org
Background Real-time monitoring captures information about suicidal thoughts and
behaviors (STBs) as they occur and offers great promise to learn about STBs. However, this …

Mathematical and computational modeling of suicide as a complex dynamical system

S Wang, D Robinaugh, A Millner, R Fortgang, MK Nock - 2023 - osf.io
Background: Despite decades of research, the current suicide rate is nearly identical to what
it was 100 years ago. This slow progress is due, at least in part, to a lack of formal theories of …