Integrated photoluminescence (PL)-based chemical and biological sensors are provided comprising a photodetector (PD), a long-pass filter, an excitation source, and a sensing element, all based on thin films or structures. In one embodiment the light source is an organic light emitting device (OLED) and the sensing element is based on thin films or solutions in microfluidic channels or wells. The PD and optical filters are based on thin film amorphous or nanocrystalline silicon and related materials. In another embodiment, sensor components are fabricated on transparent substrates, which are attached back-to-back to generate a compact, integrated structure.