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Author

Julie Rader

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Sep 2026

Dual Modal Physiological Fusion for Five-State Driver Impairment Detection

A five-state driver impairment classification system using late fusion of ECG-derived heart rate variability and facial action unit (AU) analysis is presented and the Human Identity and Autonomy Gap framework predicts that anger monitoring will elicit greater psychological reactance than monitoring of functional states...

Ancuta Margondai, Ryan Orbegoso, Julie Rader et al. · 0 citations
Preprint Jul 2026

Faster AI, Uneven Frontier: Rapid Crossings, a Jagged Frontier, and the Repositioning of Human Judgment

The experimental record on human-AI collaboration shows that naive combination often underperforms the stronger partner, implying that the human contribution must be repositioned toward specification, verification, and oversight, a shift visible in experiments but, so far, barely visible in field labor-market data.

Ancuta Margondai, Julie Rader, E. Rader et al. · 0 citations

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