Advancing Mental Health Research Through Strategic Integration of Transdiagnostic Dimensions and Genomics

Doyle, Alysa E.; Bearden, Carrie E.; Gur, Raquel E.; Ledbetter, David H.; Martin, Christa L.; McCoy, Thomas H.; Pasaniuc, Bogdan; Perlis, Roy H.; Smoller, Jordan W.; Davis, Lea K.

doi:10.1016/j.biopsych.2024.10.006

Biological Psychiatry

2024

DOI: 10.1016/j.biopsych.2024.10.006

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Advancing Mental Health Research Through Strategic Integration of Transdiagnostic Dimensions and Genomics

Alysa E. Doyle,

Carrie E. Bearden,

Raquel E. Gur

et al.

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2025

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Predictive Analytics in Clinical Psychology

Prasad

2025

Advances in Psychology, Mental Health, and Behavioral Studies

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Predictive analytics, powered by advancements in machine learning (ML), is reshaping the landscape of clinical psychology and mental health care. This paper explores the transformative potential of ML algorithms in early diagnosis, personalized treatment planning, and predictive risk assessments for mental health disorders. By analysing complex datasets, including behavioural, genetic, and environmental variables, ML models provide unprecedented accuracy in identifying patterns and risk factors associated with conditions such as depression, anxiety, bipolar disorder, and schizophrenia. The study highlights the integration of natural language processing (NLP) for analysing patient interactions, wearable technologies for real-time monitoring, and reinforcement learning for adaptive therapeutic interventions. The paper concludes by emphasizing a collaborative approach involving clinicians, data scientists, and policymakers to ensure equitable and effective implementation.

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Predictive Analytics in Clinical Psychology

Prasad

2025

Advances in Psychology, Mental Health, and Behavioral Studies

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scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.

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Advancing Mental Health Research Through Strategic Integration of Transdiagnostic Dimensions and Genomics

Cited by 1 publication

References 123 publications

Predictive Analytics in Clinical Psychology

Predictive Analytics in Clinical Psychology

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