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Healthcare systems today suffer from inefficient patient screening and overloaded doctors. Patients often struggle to clearly explain symptoms, leading to incorrect department visits, long waiting times, and delayed diagnosis. Doctors spend significant time collecting basic patient information manually instead of focusing on treatment. There is currently no intelligent pre-consultation system that can interact with patients, understand symptoms, route them to the correct specialist, and automatically generate structured medical reports before doctor consultation.