Machine learning in mental health: a sco** review of methods and applications

ABR Shatte, DM Hutchinson, SJ Teague - Psychological medicine, 2019 - cambridge.org
BackgroundThis paper aims to synthesise the literature on machine learning (ML) and big
data applications for mental health, highlighting current research and applications in …

Machine learning for precision psychiatry: opportunities and challenges

D Bzdok, A Meyer-Lindenberg - Biological Psychiatry: Cognitive …, 2018 - Elsevier
The nature of mental illness remains a conundrum. Traditional disease categories are
increasingly suspected to misrepresent the causes underlying mental disturbance. Yet …

Effects of adolescent alcohol consumption on the brain and behaviour

LP Spear - Nature Reviews Neuroscience, 2018 - nature.com
Per occasion, alcohol consumption is higher in adolescents than in adults in both humans
and laboratory animals, with changes in the adolescent brain probably contributing to this …

Towards a brain‐based predictome of mental illness

B Rashid, V Calhoun - Human brain map**, 2020 - Wiley Online Library
Neuroimaging‐based approaches have been extensively applied to study mental illness in
recent years and have deepened our understanding of both cognitively healthy and …

A survey on big data-driven digital phenoty** of mental health

Y Liang, X Zheng, DD Zeng - Information Fusion, 2019 - Elsevier
The landscape of mental health has undergone tremendous changes within the last two
decades, but the research on mental health is still at the initial stage with substantial …

The neurobiology of addiction

GR Uhl, GF Koob, J Cable - Annals of the New York Academy …, 2019 - Wiley Online Library
Substance and alcohol use disorders impose large health and economic burdens on
individuals, families, communities, and society. Neither prevention nor treatment efforts are …

The burden of binge and heavy drinking on the brain: effects on adolescent and young adult neural structure and function

A Cservenka, T Brumback - Frontiers in psychology, 2017 - frontiersin.org
Introduction: Adolescence and young adulthood are periods of continued biological and
psychosocial maturation. Thus, there may be deleterious effects of consuming large …

Neurobiological and cognitive profile of young binge drinkers: a systematic review and meta-analysis

B Lees, L Mewton, LA Stapinski, LM Squeglia… - Neuropsychology …, 2019 - Springer
This review provides the first systematic and quantitative synthesis of the literature
examining the relationship between binge drinking, cognition, brain structure and function in …

Predictors of substance use initiation by early adolescence

RJ Green, BJ Wolf, A Chen, AE Kirkland… - American journal of …, 2024 - psychiatryonline.org
Objective: Substance use initiation during early adolescence is associated with later
development of substance use and mental health disorders. This study used various …

[KNYGA][B] Abnormal child and adolescent psychology

AC Israel, JW Malatras, R Wicks-Nelson - 2020 - taylorfrancis.com
Abnormal Child and Adolescent Psychology is a comprehensive introduction to the field. It
covers theoretical and methodological foundations and examines the characteristics …