The invention discloses a
system, an operation method and a prediction processor for predicting a patient to stop prescription treatment. The
system includes a memory device storing a training dataset including treatment data and
patient data for a group of patients and further including an indication as to whether the patient has stopped treatment of a prescription treatment or procedure, at least one patient prediction model, and
patient data and previous treatment data for a patient; and a predictive processor receiving treatment data of the patient from the APD
machine, storing the treatment data to a memory device, determining a probability that the patient will stop prescription treatment by applying the
patient data of the patient, the treatment data, and previous treatment data to at least one patient predictive model, and causing the probability to be displayed within a
user interface on the clinician device.