The claimed subject matter provides systems and/or methods that identify healthcare professionals appropriate to treat diseases. The system can include mechanisms that employ patient symptoms, diagnoses associated with the symptoms, proposed treatment plans, or treatment outcomes based on proposed treatment plans, to construct and utilize dependency graphs to infer a score. The inferred score can then be employed to identify qualified healthcare professionals appropriate to treat the disease as presented by the patient and indicated by the symptoms.