Psychiatry

Bipolar Disorder

Latest AI and machine learning research in bipolar disorder for healthcare professionals.

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Applying machine-learning and deep-learning to predict depression from brain MRI and identify depression-related brain biology.

The accuracy of grey-matter predictors of depression has remained limited. In this study, brain-based predictors of major depressive disorder (MDD) were trained using machine-learning (Best Linear Unbiased Predictors [BLUP]) and deep-learning (ResNet3D) techniques applied to high-dimensional (voxel-wise) grey-matter structure extracted from T1-weighted structural MRI. The training sample comprised...

Feb 25 2026 41741408

Synergistic Study of Crosslinking and Filler Effect in Composite Solid Polymer Electrolytes for High-Performance Lithium Metal Batteries.

The inherent instability of lithium metal with liquid electrolytes, as well as the performance constraints of typical solid electrolytes, has long shifted efforts to develop lithium metal batteries (LMBs). This review contends that the design approach is evolving from simply combining materials to designing multifunctional, network matrices. We critically investigate the development of cross-linke...

Feb 25 2026 41725257
Progress on High-Entropy Oxide Anode Materials for Advanced Lithium-Ion Batteries.

The rapid development of electric vehicles and large-scale energy storage is driving the requirements for lithium-ion batteries (LIBs) with high energ...

Feb 25 2026 41725318
Understanding human metacontrol and its pathologies using deep neural networks.

Error monitoring is crucial for inferring how controllable an environment is, and thus for estimating the value of control processes (metacontrol). In...

Feb 24 2026 41734072
Peripheral Metabolic-Redox Signaling as a Core Mechanism of Major Depressive Disorder: Evidence from Deep Metabolomic Phenotyping.

BACKGROUND: Major depressive disorder (MDD) is a neuro-immune, oxidative, and nitrosative stress (NIMETOX) disorder, in which peripheral immune-redox ...

Feb 24 2026 41731715
Effective connectivity of implicit emotion processing in adolescent psychiatric inpatients: Dynamic causal modeling across bipolar disorder and other psychopathologies.

BACKGROUND: Pediatric bipolar disorder(BD) is difficult to distinguish from other psychiatric disorders, a challenge which can result in delayed or in...

Feb 23 2026 41740760
Role of lactic acid-mediated ALKBH5 in depression induced by blue light exposure at night.

Artificial light at night (ALAN) has been classified as a significant environmental endocrine disruptor. Excessive exposure to ALAN has associated wit...

Feb 23 2026 41734626
Integrative Molecular Pattern Learning for Mental Disorders Via Dual-Effect Matrix-Enabled Multiomics Platform.

Mental health issues are surging in contemporary society, especially among adolescents and adults, harming well-being and social functioning. Objectiv...

Feb 22 2026 41723703
A systematic exploration of digital biomarkers for the detection of depressive episodes in bipolar disorder.

Digital phenotyping promises to transform psychiatry by using multimodal, densely sampled data. However, its potential is hindered by the lack of focu...

Feb 22 2026 41724810
Differentiating bipolar disorder and schizophrenia using sleep EEG power and coherence features: A machine learning approach based on polysomnography.

Differentiating between bipolar disorder (BD) and schizophrenia (SZ) is challenging due to overlapping clinical symptoms and shared genetic risks, res...

Feb 20 2026 41724396
Identifying Transdiagnostic Predictors of Depression Across Psychoses: Informing Stratified Antidepressant Treatments.

INTRODUCTION: Depression frequently co-occurs with psychosis and is associated with poor outcomes. Early identification of patients at risk of persist...

Feb 19 2026 41712510
Implantable CB/PVDF/TPU Sensors for In Situ Monitoring of Internal Temperature Changes in Lithium-Ion Batteries.

In situ monitoring of lithium-ion battery thermal runaway is limited by the invasiveness and insufficient sensitivity of conventional thermometry. The...

Feb 18 2026 41709419
In Situ Transmission Electron Microscopy Visualization of Electric-Field-Induced Phase Transitions at the Morphotropic Phase Boundary in Hf0.5Zr0.5O2.

Understanding electric-field-induced phase transitions is crucial for optimizing the ferroelectric and antiferroelectric properties of hafnium zirconi...

Feb 18 2026 41705514
Looking back to the future of psychiatry: reflections on an international sojourn.

Psychiatry's metamorphosis continues to evolve over time as concepts of the brain's neuronal function and the complexity of the mind interact with rap...

Feb 18 2026 41705682
Predicting Adolescent Response to School-Based Mindfulness: A Secondary Analysis of the MYRIAD Trial.

IMPORTANCE: Depression most commonly first emerges during adolescence, making early prevention critical. While school-based mindfulness training (SBMT...

Feb 18 2026 41706471
Nanoengineering of non-aqueous liquid electrolyte solutions for future lithium metal batteries.

Research and development of non-aqueous electrolyte solutions are essential for practical advancement towards the production of high-energy lithium me...

Feb 18 2026 41708987
Prediction models for suicide reattempts by lasso regression through machine learning models: Single versus multiple suicide attempters.

The best predictor of a suicide attempt is a previous attempt, apart from psychiatric diagnoses also associated. Some studies found other indicators o...

Feb 17 2026 41702460
Beyond sieving: A review on active ion recognition via interfacial nanoarchitecture for selective lithium recovery.

To address the impending lithium supply crisis, membrane-based extraction from salt-lake brines has emerged as a pivotal area of research in the field...

Feb 17 2026 41707414
MDD-thinker: A reasoning-enhanced large language model for diagnosis of major depressive disorder.

BACKGROUND: Major depressive disorder (MDD) is a leading cause of global disability and poses a substantial public health burden. However, current dia...

Feb 16 2026 41707724
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