A hybrid AI system combining deep learning, artifact removal, and expert heuristics interprets EEG background activity and uses Gemini to write reports, but key validation claims are weakened by circular LLM verification and a biased neurologist comparison.
Assessing digital and quantitative EEG in clinical set- tings,
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A Hybrid Artificial Intelligence System for Automated EEG Background Analysis and Report Generation
A hybrid AI system combining deep learning, artifact removal, and expert heuristics interprets EEG background activity and uses Gemini to write reports, but key validation claims are weakened by circular LLM verification and a biased neurologist comparison.