Certain radiometer assemblies can include an antenna that is shielded within an enclosure, which can have an open end. The antenna can be used to receive signals from a patient via a matching layer that is positioned at the open end of the enclosure. In some assemblies, a rim of shielding material encompasses the open end of the enclosure so as to reduce stray electromagnetic interference, such as when the assembly is used to monitor a deep tissue temperature.