Patent Issued for Precision treatment with machine learning and digital twin technology for optimal metabolic outcomes (USPTO 11723595).

The method of claim 4, wherein the patient-specific metabolic model is trained to generate the prediction of the metabolic state of the patient based on a second training dataset of previous metabolic states of the patient and a history of recorded patient data contributing to each previous metabolic state. To measure these aspects of a patient's record of patient data, the patient health management platform generates a prediction of what a patient's metabolic state should be based on information recorded by the patient. "Based on the output of the machine-learned model, the patient health management platform generates personalized recommendations for a patient outlining a treatment plan for improving the patient's metabolic health. [Extracted from the article]