Systems and methods for classifying a condition of an entity including a conductive medium having multiple conductive paths, including use of a pattern recognition strategy to classify a signature constructed from impedance-interrogation measurements, optionally including inputs from other informative sources which may be external to the system, and optionally applying pattern recognition classification methods to aggregates of such signatures.