Harnessing Trial-to-Trial Variability of EEG Spectral Characteristics to Understand Autism

By incorporating neural variability into machine learning models, this study introduces a novel framework for improving biomarker-driven assessments. These findings highlight the potential for personalized tools that inform targeted interventions while offering insights into ASD neurophysiology. Future research should integrate longitudinal EEG analyses and multimodal neuroimaging to advance precision diagnostics in autism.

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Publication Details

Journal
Journal of Autism and Developmental Disorders
Published
2025-11-22
DOI
https://doi.org/10.1007/s10803-025-07125-y
Primary Topic
Autism Spectrum Disorder Research
Type
article
Field-Weighted Citation Impact
0.00

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article

Harnessing Trial-to-Trial Variability of EEG Spectral Characteristics to Understand Autism

Kevin A. Pelphrey, Mirella Dapretto, Susan Y. Bookheimer, James C. McPartland et al.
Journal of Autism and Developmental Disorders
Autism Spectrum Disorder Research
article

Harnessing Trial-to-Trial Variability of EEG Spectral Characteristics to Understand Autism

Kevin A. Pelphrey, Mirella Dapretto, Susan Y. Bookheimer, James C. McPartland, Raphael Bernier, Deeksha M. Shama, Shafali Jeste, Archana Venkataraman, John D. Van Horn, Stefen Beeler-Duden, Mei Su
article en

Abstract

By incorporating neural variability into machine learning models, this study introduces a novel framework for improving biomarker-driven assessments. These findings highlight the potential for personalized tools that inform targeted interventions while offering insights into ASD neurophysiology. Future research should integrate longitudinal EEG analyses and multimodal neuroimaging to advance precision diagnostics in autism.

Journal of Autism and Developmental Disorders
Boston University (US), Seattle Pacific University (US), Children's Hospital of Los Angeles (US), Johns Hopkins University (US), University of California, Los Angeles (US), Yale University (US), Neurobehavioral Systems (US), University of Virginia (US), University of Baltimore (US)
National Science Foundation, University of Washington, National Institutes of Health
Openalex Percentile: Top 64%
Autism Spectrum Disorder Research
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