A system which includes an apparatus for generating radio frequency scanning data which includes a transmitter for transmitting radio waves below the skin surface of a person and a two-dimensional array of receive antennas for receiving the radio waves, including a reflected portion of the transmitted radio waves that is reflected from a blood vessel of the person. The wave signal is compared to known standard waveforms, and similar waveforms are input into a machine learning algorithm to determine one or more health parameters of the person. The system then notifies the person and/or health professionals of the person's health status. The health parameters can be used to trigger other software and hardware modules such as another measurement device, a medication scheduler or alert, medical recommendations, guidance software, a virtual assistant, or any other hardware and/or software which may help the patient or health professionals.