Healthcare service management via remote monitoring and patient modeling

A device for therapy delivery, the device comprising:

• processing circuitry communicably coupled to a delivery device for executing therapy information configured to direct the therapy delivery for a patient, wherein the therapy information comprises a treatment schedule specifying at least one treatment over a time period, wherein for each of the at least one treatment, the therapy information comprises a treatment schedule, a treatment type and a treatment amount, the processing circuitry configured to:
• determine a modification to the therapy information based on a recommendation from a digital twin, wherein the digital twin determines an estimated glucose level expected to be within a healthy range if the delivery device executes the modification to the therapy information;
• and
• in response to a physician review of the modification to the therapy information, output, to a healthcare provider system for the patient, data indicating completion of a healthcare service corresponding to the physician review.

A method for therapy delivery, the method comprising:

• executing, by a delivery device, therapy information configured to direct the therapy delivery for a patient, wherein the therapy information comprises a treatment schedule specifying at least one treatment over a time period, wherein for each of the at least one treatment, the therapy information comprises a treatment schedule, a treatment type and a treatment amount;
• determine a modification to the therapy information based on a recommendation from a digital twin, wherein the digital twin determines an estimated glucose level expected to be within a healthy range if the delivery device executes the modification to the therapy information;
• and
• in response to physician review of the modification to the therapy information, outputting, to a healthcare provider system for the patient, data indicating completion of a healthcare service corresponding to the physician review.