When Cognitive Graphs Meet LLMs: BDEI Cognitive Pathways for Panic Emotional Arousal Prediction

In three linesPanicCognitivePath (PCP) predicts panic emotional arousal timing by combining appraisal emotion theory with cognitive BDI models. An explicit Emotion node and Psychological Safety Distance (PSD) map four-domain signals into unified risk metric. LLM confined to parameter estimation to prevent hallucinations. On Hurricane Sandy: +10.68% arousal timing accuracy, peak count error reduced to 7.07%.

Summary generated by Claude — human-verified