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The architecture integrates a simplified U-Net model, denoted as ∈prior (It, t, E), where It represents the noisy CLIP embedding at a specific diffusion step t. The classifier-free guidance method refined the diffusion model by conditioning it on a specific EEG input E. This approach synchronized the outputs of both the conditional and unconditional models. The final model equation was expressed as follows: . (3).
JMIR Med Inform 2025;13:e72027
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This includes conditions with primary pathology anchored in the central nervous system (CNS—ie, neurodevelopmental, neuropsychiatric, and neurodegenerative disorders, as well as trauma), as well as CNS impairment secondary to other drivers of brain dysfunction (eg, “brain fog” following chemotherapy, chimeric antigen receptor T-cell, or radiation therapy, COVID-19).
J Med Internet Res 2025;27:e55469
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The Influence of Popular Media on Public Interest in Red-Light Therapy: Longitudinal Trend Analysis
JMIR Dermatol 2025;8:e69796
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The data used in this study were part of a randomized controlled trial examining a just-in-time mobile health intervention (ie, relational savoring) [55,56] designed to prevent loneliness (the study by Nguyen et al [unpublished data, 2024] provides an overview of the design of the intervention component of the study).
JMIR Form Res 2025;9:e67964
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