Patent ID: 11923078
Assignee: TERUMO CARDIOVASCULAR SYSTEMS CORPORATION
Field: Medical technology (Instruments)
Classification: CPC G | IPC G

Claim 9:
10. A computer-implemented method for use while performing an open-heart surgical procedure on a patient, the method comprising:
receiving, by a computer system and in real-time during the procedure: (i) operational data from a heart/lung machine, (ii) parameters indicative of conditions of the patient during the procedure from one or more monitoring devices, (iii) first medical data describing medical information about the patient, (iv) second medical data that summarizes health information of a general population of other patients, and (v) third medical data defining target ranges for operational parameters of the heart/lung machine and the one or more monitoring devices during the procedure;
iteratively analyzing, by the computer system and during the procedure, (i)-(iv);
determining predictions, based on a comparison of the analysis of (i)-(iv) to the third medical data, that the operational data from the heart/lung machine or the parameters from the one or more monitoring devices are trending out of the target ranges; and
generating, based on the predictions, a trained model for the procedure, wherein generating the trained model for the procedure comprises iteratively training a model for the procedure by correlating each of the predictions to (i) the operational data from the heart/lung machine, (ii) the parameters from the one or more monitoring devices, (iii) the first medical data, and (iv) the second medical data across one or more model layers using one or more machine learning algorithms,
wherein the predictions are further determined based on applying the trained model for the procedure.