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Probabilistic Models in Healthcare ntroduction: In this case study we are asked to observe the patient classification of a large healthcare system in PA. We are to observe patients in the emergency department. For this section, probabilistic views on patient classification are discussed. There are two types of patients we will be observing, the patients.