Apparatus for the detection of pathogens and toxins in a biological sample for use in molecular medicine, medical diagnostics, and biosecurity; apparatus for use in biological, biosecurity and security screening of persons, baggage and freight, including for screening passengers of mass transit; apparatus featuring machine learning and deep learning algorithms for use in detection of pathogens and toxins in biological samples, molecular medicine, medical diagnostics, and biosecurity and secur...