A) Machine learning was used to discover six networks composed of multi-regional LFP activity (n=28 mice; AMY, Cg, IL, PrL, NAc, Hip, MD, and VTA). The supervised electome network (blue; EN-Social) showed the strongest classification of social vs. object interactions. B)
EN-Social event-related activity. Blue highlights identify time windows subjected to supervision by class (social vs. object). Data shown as mean±95% C.I. C) Decoding accuracy of EN-Social activity within animal vs. social preference (P=0.002 using spearman correlation).