6 papers
Deep Learning CNN and Recurrence Analysis for Alpha Gamma EEG Biomarkers in Fragile X Syndrome
Zag ElSayed, Payton Siekierski, Jack Yanchen Liu +1
Fragile X Syndrome (FXS) is a neurodevelopmental disorder caused by reduced expression of fragile X mental retardation protein (FMRP), leading to disrupted synaptic plasticity, cor…
Computer Vision Based Neurology Brain Activity Rejection Architecture and Implementation
Zag ElSayed, Nathan Suer, Grace Westerkamp +4
The electroencephalogram (EEG) is a valuable and widely applied tool for investigating brain disorders and behavioral changes. It offers a minimally restrictive and non-invasive me…
FMRP-LEAN: A HIPAA-Compliant AI-Augmented LIMS Architecture for End-to-End Clinical Assay Workflow Optimization
Eva McCord, Ernest Pedapati, Zag ElSayed
Clinical biomarker workflows in translational research settings often rely on spreadsheet-driven tracking, manual quality control (QC) reconciliation, and loosely integrated system…
MCP-AI: Protocol-Driven Intelligence Framework for Autonomous Reasoning in Healthcare
Zag ElSayed, Craig Erickson, Ernest Pedapati
Healthcare AI systems have historically faced challenges in merging contextual reasoning, long-term state management, and human-verifiable workflows into a cohesive framework. This…
AutocleanEEG ICVision: Automated ICA Artifact Classification Using Vision-Language AI
Zag ElSayed, Grace Westerkamp, Gavin Gammoh +4
We introduce EEG Autoclean Vision Language AI (ICVision) a first-of-its-kind system that emulates expert-level EEG ICA component classification through AI-agent vision and natural…
Brian Intensify: An Adaptive Machine Learning Framework for Auditory EEG Stimulation and Cognitive Enhancement in FXS
Zag ElSayed, Grace Westerkamp, Jack Yanchen Liu +1
Neurodevelopmental disorders such as Fragile X Syndrome (FXS) and Autism Spectrum Disorder (ASD) are characterized by disrupted cortical oscillatory activity, particularly in the a…