Predictive modeling for mental health management

A system comprising:

• a processor;
• and
• a memory storing instructions that, when executed by the processor, configure the system to perform operations comprising:
• accessing member data associated with a patient from a database, the member data comprising a current medication data;
• determining, based on the member data, that the patient is at risk for progression of a mental health illness associated with the patient;
• in response to a determination that the patient is associated with the risk of progression of the mental health illness, generating a prediction based on a machine learning model trained to analyze the member data, the prediction corresponding to a probability that the current medication data will be supplemented with additional medication data corresponding to an additional medication that the patient is not currently using within a predetermined period of time;
• based on the prediction, generating a standard score comprising an indication of a treatment efficiency of a physician associated with the patient;
• and
• causing presentation of the standard score on a graphical user interface of a computing device.

A non-transitory computer-readable storage medium, the computer-readable storage medium including instructions that when executed by a computer, cause the computer to

• perform operations comprising:
• accessing member data associated with a patient from a database, the member data comprising a current medication data;
• determining, based on the member data, that the patient is at risk for progression of a mental health illness associated with the patient;
• in response to a determination that the patient is associated with the risk of progression of the mental health illness, generating a prediction based on a machine learning model trained to analyze the member data, the prediction corresponding to a probability that the current medication data will be supplemented with additional medication data corresponding to an additional medication that the patient is not currently using within a predetermined period of time;
• based on the prediction, generating a standard score comprising an indication of a treatment efficiency of a physician associated with the patient;
• and
• causing presentation of the standard score on a graphical user interface of a computing device.