AIMC Topic: Mental Disorders

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Artificial intelligence in forensic mental health: A review of applications and implications.

Journal of forensic and legal medicine Jul 1, 2025
This narrative review explores the transformative role of artificial intelligence (AI) in forensic mental health, focusing on its applications, benefits, limitations, and ethical considerations. AI's capabilities, particularly in areas such as risk a...
Risk Assessment Natural Language Processing Forensic Psychiatry Mental Disorders Humans Mental Health Artificial Intelligence Algorithms
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Beyond total scores: Enhancing psychotherapy outcome prediction with item-level scores.

Journal of consulting and clinical psychology Jul 1, 2025
OBJECTIVE: This study aims at improving dropout and treatment nonresponse prevention by optimizing the performance of models for their prediction through the integration of item-level data.
Humans Machine Learning Adult Male Middle Aged Mental Disorders Female Patient Dropouts Psychotherapy Outcome Assessment, Health Care
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Gray Matter Differences in Adolescent Psychiatric Inpatients: A Machine Learning Study of Bipolar Disorder and Other Psychopathologies.

Brain and behavior Jun 1, 2025
BACKGROUND: Bipolar disorder (BD) is among the psychiatric disorders most prone to misdiagnosis, with both false positives and false negatives resulting in treatment delay. We employed a whole-brain machine learning approach focusing on gray matter v...
Support Vector Machine Magnetic Resonance Imaging Inpatients Adolescent Bipolar Disorder Machine Learning Gray Matter Mental Disorders Humans Female Brain Male
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[Health Equity in Mental Health Care: Challenges for Nurses and Related Preparation].

Hu li za zhi The journal of nursing Jun 1, 2025
Individuals with mental illness face significant challenges in achieving health equity due to social and structural determinants, fragmented healthcare systems, social stigmas, and disparities in digital health access. As advocates for individuals wi...
Humans Mental Disorders Mental Health Services Health Equity
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Integrating generative AI with neurophysiological methods in psychiatric practice.

Asian journal of psychiatry Jun 1, 2025
This paper explores the potential integration of generative AI (e.g., large language models) with neuroscientific and physiological approaches in psychiatric practice. Renowned for its advanced natural language processing capabilities, generative AI ...
Neurosciences Psychiatry Neurophysiology Artificial Intelligence Mental Disorders Humans
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Mental disorder preventing by worry levels detection in social media using deep learning based on psycho-linguistic features: application on the COVID-19 lockdown period.

Computers in biology and medicine Jun 1, 2025
BACKGROUND: The COVID-19 pandemic has had a profound effect on the daily routines of individuals and has influenced various facets of society, including healthcare systems, economy, education, and more. With lockdown and social distancing measures, p...
Anxiety Humans Mental Disorders Social Media Deep Learning SARS-CoV-2 COVID-19
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Smartphone digital phenotyping in mental health disorders: A review of raw sensors utilized, machine learning processing pipelines, and derived behavioral features.

Psychiatry research Jun 1, 2025
With increased access to digital technology, there has been a surge in the use of and interest in digital phenotyping as a tool to calculate various features from raw smart device data. However, the increased usage of digital phenotyping has created ...
Smartphone Phenotype Mental Disorders Humans Machine Learning
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A highly scalable deep learning language model for common risks prediction among psychiatric inpatients.

BMC medicine May 28, 2025
BACKGROUND: There is a lack of studies exploring the performance of Transformers-based language models in common risks assessment among psychiatric inpatients. We aim to develop a scalable risk assessment model using multidimensional textualized data...
Humans Mental Disorders Deep Learning Bipolar Disorder Inpatients Male Schizophrenia Middle Aged Cohort Studies Risk Assessment Female Adult
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[AI in mental healthcare: hope or hype?].

Nederlands tijdschrift voor geneeskunde May 22, 2025
Artificial Intelligence (AI) holds promise for addressing significant challenges in mental healthcare, such as workforce shortages, waiting lists, and the need for personalized diagnostics and treatments. However, current high expectations contrast w...
Humans Decision Support Systems, Clinical Artificial Intelligence Mental Health Services Mental Disorders
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AI-powered integration of multimodal imaging in precision medicine for neuropsychiatric disorders.

Cell reports. Medicine May 20, 2025
Neuropsychiatric disorders have complex pathological mechanism, pronounced clinical heterogeneity, and a prolonged preclinical phase, which presents a challenge for early diagnosis and development of precise intervention strategies. With the developm...
Multimodal Imaging Neuroimaging Mental Disorders Precision Medicine Humans Artificial Intelligence
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