Detecting Autism Spectrum Disorder and Attention Deficit Hyperactivity Disorder Using Multimodal Time-Frequency Analysis with Machine Learning Using the Electroretinogram from Two Flash Strengths.

Sultan Mohammad ManjurLuis Roberto Mercado DiazIrene O LeeDavid H SkuseDorothy A ThompsonFernando Marmolejos-RamosPaul A ConstableHugo F Posada-Quintero

Published in: Journal of autism and developmental disorders (2024)

The ERG to the stronger flash strength provided better separation and the high frequency dynamics (80-300 Hz) were more informative features than lower frequency components. To further improve classification a greater number of different flash strengths may be required along with a discrimination comparison to participants who meet both ASD and ADHD classifications and carry both diagnoses.

Keyphrases

chronic pain
attention deficit hyperactivity disorder
autism spectrum disorder
high frequency
machine learning
pain management
transcranial magnetic stimulation
intellectual disability
deep learning
artificial intelligence
working memory
big data
liquid chromatography
mass spectrometry