Abstract: This invention relates to methods and devices for the detection and characterization of psychoactive compounds by analyzing alterations of network level physiological characteristics before and after the introduction of a candidate sample onto an in vitro neuronal tissue sample. The invention further provides a software package that enables an operator to deliver a timed electrical pulse to neuronal samples at a specific point in their spontaneous or induced oscillations. Such temporal stimulations trigger unexpected and useful network level physiological responses.