July 23, 2025HealthcareOpen Access

Leveraging AI-Driven Neuroimaging Biomarkers for Early Detection and Social Function Prediction in Autism Spectrum Disorders: A Systematic Review

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Systematic review reveals AI and neuroimaging enhance early autism detection and social function prediction, suggesting improved clinical outcomes.

Neuroimaging combined with AI offers significant potential for early detection of autism spectrum disorder (ASD).
Machine learning classifiers achieved diagnostic accuracy of 85-99% using neural oscillatory patterns and connectivity metrics.
Identifying biomarkers within the critical 9-12 month developmental window enhances early intervention efforts.
Advancements in multimodal approaches and longitudinal analyses improve predictive capabilities and track developmental progress.

Gkintoni et al. (2025) studied this question.

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Systematic review reveals AI and neuroimaging enhance early autism detection and social function prediction, suggesting improved clinical outcomes.