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Decision Trees For Differential Diagnosis Pdf Files. This may lead some clinicians to overlook a more accurate diagnosis. A set of decision trees. INDUCTION OF DECISION TREES 83 1. The diagnosis of a medical condition from symptoms, in which the classes could be either the various disease states or the possible therapies.