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The present invention relates generally to an apparatus and method for detecting diseases and, more, specifically, detecting respiratory diseases such as airborne transmitting diseases at the early stage. The present invention provides a solution in the form of a clinical AI Software and terminal gateway hardware. Terminal gateway with clinical AI software can detect diseases by collecting and analyzing data from multiple sensors and modules. The terminal gateway can offload healthcare professionals from over-work and misjudge due to long working hours. It also provides a better second-opinion for less-experienced professionals. The gateway terminal is used to detect respiratory diseases such as airborne transmitting diseases at the early stage to help offload the healthcare professional in the hospital and to provide an alert when the professionals are not available outside of the hospital. The present invention includes a structure of a gateway or station, multiple sensor modules such as low wattage x-ray, an infrared thermal detector, and the clinical AI software.