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Algorithmic Classification of Psychiatric Disorder–Related Spontaneous Communication Using Large Language Model Embeddings: Algorithm Development and Validation

Algorithmic Classification of Psychiatric Disorder–Related Spontaneous Communication Using Large Language Model Embeddings: Algorithm Development and Validation

The data used in this study comes from seven distinct subreddits: r/adhd, r/anxiety, r/bipolarreddit, r/bpd, r/depression, r/ptsd, and r/schizophrenia. Following the removal of posts containing text that would be revealing of the subreddit (see “Methods” section), there was a nearly 7-fold difference between the total number of posts in each subreddit.

Ryan Allen Shewcraft, John Schwarz, Mariann Micsinai Balan

JMIR AI 2025;4:e67369


Digital Interventions for Symptoms of Borderline Personality Disorder: Systematic Review and Meta-Analysis

Digital Interventions for Symptoms of Borderline Personality Disorder: Systematic Review and Meta-Analysis

Although few digital interventions are specifically designed for BPD, many address transdiagnostic symptoms, making them potentially effective for BPD treatment due to the disorder’s diverse symptom presentation. For example, many digital interventions have a treatment target of emotion regulation, a core symptom of BPD that is also common in mood, substance use, and eating disorders [7]. People with BPD tend to use less effective emotion regulation strategies than healthy controls [8].

Julia A B Lindsay, Niall M McGowan, Thomas Henning, Eli Harriss, Kate E A Saunders

J Med Internet Res 2024;26:e54941


Experiences of Diagnosis, Symptoms, and Use of Reliever Inhalers in Patients With Asthma and Concurrent Inducible Laryngeal Obstruction or Breathing Pattern Disorder: Qualitative Analysis of a UK Asthma Online Community

Experiences of Diagnosis, Symptoms, and Use of Reliever Inhalers in Patients With Asthma and Concurrent Inducible Laryngeal Obstruction or Breathing Pattern Disorder: Qualitative Analysis of a UK Asthma Online Community

The most common symptoms of asthma are cough and shortness of breath; however, there are other conditions causing similar symptoms, such as breathing pattern disorders (BPD) and inducible laryngeal obstruction (ILO). BPD, also known as dysfunctional breathing, is concurrently present in around one-thirds of women with asthma and one-fifth of men with asthma in the United Kingdom [2], and also many people without asthma.

Catrin Byrne, Paul E Pfeffer, Anna De Simoni

J Med Internet Res 2023;25:e44453