crossrefDiscover Computing2026-05-23
Machine learning classification of behavioral patterns predicts cognitive accountability failures in human-AI decision systems validated across aviation domains
Raul Rodriguez, K. Hemachandran, Ghanshyam Ghatole, Manjeet Rege, Balamurugan Balusamy
Abstract We propose a machine learning framework to predict human decision failures in AI-assisted systems using automated analysis of behavioral patterns. Ensemble classifiers trained on 127 engineered features achieve 89% accuracy (AUC = 0.89) in identifying accountability defi…