Abstract: A management platform for characterizing one or more neuropsychiatric and/or neurological disorders of a patient based on received assessment data and heuristic data, which is employed to generate a diagnosis, goals and therapies for the patient. Machine learning models are used to optimize the diagnosis, personalized goals, and therapies provided for the patient. Different types of assessment data may include: layperson data, clinical data, biometric data, video data, medical data, heuristic data, or the like. Also, different types of the assessment data may be weighted differently.