Modern views of machine learning for precision psychiatry

ZS Chen, IR Galatzer-Levy, B Bigio, C Nasca, Y Zhang - Patterns, 2022 - cell.com
In light of the National Institute of Mental Health (NIMH)'s Research Domain Criteria (RDoC),
the advent of functional neuroimaging, novel technologies and methods provide new …

[HTML][HTML] Linguistic features of suicidal thoughts and behaviors: A systematic review

S Homan, M Gabi, N Klee, S Bachmann… - Clinical psychology …, 2022 - Elsevier
Abstract Language is a potential source of predictors for suicidal thoughts and behaviors
(STBs), as changes in speech characteristics, communication habits, and word choice may …

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 …

Machine learning and the digital measurement of psychological health

IR Galatzer-Levy, JP Onnela - Annual Review of Clinical …, 2023 - annualreviews.org
Since its inception, the discipline of psychology has utilized empirical epistemology and
mathematical methodologies to infer psychological functioning from direct observation. As …

Artificial intelligence for suicide assessment using Audiovisual Cues: a review

S Dhelim, L Chen, H Ning, C Nugent - Artificial Intelligence Review, 2023 - Springer
Death by suicide is the seventh leading death cause worldwide. The recent advancement in
Artificial Intelligence (AI), specifically AI applications in image and voice processing, has …

A multimodal dialog approach to mental state characterization in clinically depressed, anxious, and suicidal populations

J Cohen, V Richter, M Neumann, D Black… - Frontiers in …, 2023 - frontiersin.org
Background The rise of depression, anxiety, and suicide rates has led to increased demand
for telemedicine-based mental health screening and remote patient monitoring (RPM) …

Effectiveness of a scalable, remotely delivered stepped-care intervention to reduce symptoms of psychological distress among Polish migrant workers in the …

R Roos, AB Witteveen, JL Ayuso-Mateos, C Barbui… - BMC psychiatry, 2023 - Springer
Background The COVID-19 pandemic has negatively affected the mental health of
international migrant workers (IMWs). IMWs experience multiple barriers to accessing …

Can Mental Health Care Become More Human by Becoming More Digital?

IR Galatzer-Levy, GJ Aranovich, TR Insel - Dædalus, 2023 - direct.mit.edu
Over the past two decades, advances in digital technologies have begun to transform three
aspects of mental health care. The use of sensors and artificial intelligence (AI) have …

[HTML][HTML] An intelligent disease prediction system for psychological diseases by implementing hybrid hopfield recurrent neural network approach

V Kamra, P Kumar, M Mohammadian - Intelligent Systems with Applications, 2023 - Elsevier
Abstract Machine learning based approaches for automatic disease prediction is a novel
research area in healthcare informatics. Electronic Health Records in medical settings …

[图书][B] Intelligent Systems and Applications: Proceedings of the 2023 Intelligent Systems Conference (IntelliSys).

K Arai - 2024 - books.google.com
The book is a unique collection of studies involving intelligent systems and applications of
artificial intelligence in the real world to provide solutions to most vexing problems. IntelliSys …