Abstract: Provided are sensor units that include conductive segments disposed in a flexible sensing layer material, which sensor units are useful in EEG and other diagnostic applications. The sensor units are capable of maintaining electrical contact with a subject's skin in the absence of electrolytic gel, and provide robust signal collection with minimal signal degradation over time. Also provided are related methods of making the disclosed sensor units as well as methods of use.