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Neural Efficiency and Attentional Instability in Gaming Disorder: EEG and Machine Learning Analysis

This study examined occipital EEG patterns in 15 individuals with gaming disorder versus 15 controls during active mobile gaming, identifying spectral biomarkers including increased delta/theta power and decreased beta activity. Machine learning classification achieved 80% accuracy, suggesting altered attentional stability and neural habituation patterns in gaming disorder.

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Outpatient Psychotherapeutic Treatment of Gambling Disorder: Clinical Patterns and Uptake in Routine Care (Bavaria Study)

This study analyzed health insurance data from 3,154 adults with gambling disorder in Bavaria, finding that only 18.6% received psychotherapy despite evidence supporting its effectiveness. Patients receiving psychotherapy were younger and more likely female, with higher rates of comorbid depression and anxiety compared to those receiving only psychiatric/neurological care or no specialist treatment.

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Case Report: Acamprosate Treatment for Volatile Hydrocarbon Inhalant Use Disorder with Comorbid Alcohol Use Disorder

A 39-year-old male with escalating volatile hydrocarbon inhalant use (computer duster) and comorbid alcohol use disorder was treated with acamprosate, a medication approved for alcohol use disorder, based on shared glutamatergic and GABAergic pathways. The case suggests acamprosate may warrant further investigation as a potential pharmacotherapy for inhalant use disorder, an understudied substance use condition.

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Machine Learning Applications in Alcohol Research: A Systematic Review of Current Methods and Clinical Potential

This systematic review examines machine learning approaches applied to alcohol-related outcomes across 110 peer-reviewed studies published 2015–2025, focusing on predictions of alcohol consumption and alcohol use disorder diagnosis. The authors identify that most studies use single-modality data and conventional machine learning techniques, highlighting opportunities to advance personalized medicine for AUD through overcoming current methodological limitations.