Artificial intelligence-based personalized health maintenance system to generate digital therapeutic environment for multi-modal therapy

A personalized health maintenance method, comprising:

• in a personalized health maintenance system that includes a first artificial intelligence (AI)-based system:
• reading, by control circuitry of the first AI-based system, an input-output data pair of each medical diagnosis test of a plurality of different medical diagnosis tests conducted for a first user;
• converting, by the control circuitry, the input-output data pair the plurality of different medical diagnosis tests into an AI system-readable data format;
• cross-correlating, by the control circuitry, a plurality of results of each medical diagnosis test of the plurality of different medical diagnosis tests to find a relationship among the plurality of different medical diagnosis tests for the first user, based on an input of the input-output data pair in the AI system-readable data format;
• determining, by the control circuitry, a coherent health state of the first user based on the cross-correlation of the plurality of different medical diagnosis tests;
• extracting, by the control circuitry, a plurality of dataset related to the first user from the user activities database system, wherein the plurality of dataset comprises tracked daily activities for a plurality of specific timelines that precedes a date and a timepoint on which each medical diagnosis test of the plurality of different medical diagnosis text is conducted;
• determining, by the control circuitry, a plurality of candidate cause-result pairs for the determined coherent health state of the first user based on an association of a set of user activities in the extracted plurality of dataset with the cross-correlation of the plurality of results of the plurality of different medical diagnosis tests for the first user;
• and
• determining, by the control circuitry, a plurality of impact scores for a plurality of predicted digital therapeutic environments based on the determined coherent health state of the first user and the determined plurality of candidate cause-result pairs;
• and
• outputting, by a robotic system of the personalized health maintenance system, under control of at least the first AI system, a first digital therapeutic environment around the first user based on a predicted digital therapeutic environment having a highest impact score from the plurality of impact scores, wherein the first digital therapeutic environment is a human-sense stimulating mixed reality environment configured to induce a specific stimulus to the first user for remediation of at least one condition of the determined coherent health state of the first user.