US 2026/0204374 A1 · TREE-BASED DATA EXPLORATION AND DATA-DRIVEN PROTOCOL

Abstract

A method for providing a treatment recommendation to a physician for treating a patient is disclosed. The method comprises determining, from a processor in communication with a patient data repository, a first treatment recommendation based on a combination of selected patient demographics from the patient data repository applicable to the patient, and operational parameters of a plurality of ventricular assist devices (VADs) suitable for treating the patient, the first treatment recommendation having a first survival rate and comprising the use of a first VAD. The method then obtains a first signal from using the first VAD on the patient. The method then determines a second treatment recommendation based on the first signal and the first treatment recommendation, the second treatment recommendation having a second survival rate. The method then provides the second treatment recommendation to the physician if the second survival rate is higher than the first survival rate.

Claims21

Dependent claims

1-41. (canceled)

A method for customizing treatment of a patient undergoing ventricular assist device (VAD) treatment, the method comprising:

receiving a data signal associated with a sensor of a current VAD being used by the patient undergoing the VAD treatment;
accessing a machine learning model trained using training data for a plurality of patients that have been treated with VADs;
and
generating a customized treatment recommendation based at least in part on the data signal, the current VAD, and the machine learning model, the customized treatment recommendation including (i) use of a first recommended VAD in combination with the current VAD;
(ii) use of a combination of the first recommended VAD and a second recommended VAD instead of the current VAD;
or (iii) use of the first recommended VAD instead of the current VAD.

3 more elements

A system for customizing treatment of a patient undergoing ventricular assist device (VAD) treatment, the system comprising:

one or more processors;
and
a non-transitory computer-readable storage medium containing instructions which, when executed on the one or more processors, cause the one or more processors to perform operations including:
receiving a data signal associated with a sensor of a current VAD being used by the patient undergoing the VAD treatment;
accessing a machine learning model trained using training data for a plurality of patients that have been treated with VADs;
and
generating a customized treatment recommendation based at least in part on the data signal, the current VAD, and the machine learning model, the customized treatment recommendation including (i) use of a first recommended VAD in combination with the current VAD;
(ii) use of a combination of the first recommended VAD and a second recommended VAD instead of the current VAD;
or (iii) use of the first recommended VAD instead of the current VAD.

6 more elements

A computer-program product tangibly embodied in a non-transitory machine-readable storage medium for customizing treatment of a patient undergoing ventricular assist device (VAD) treatment, the computer-program product including instructions configured to cause a computing apparatus to perform operations including:

receiving a data signal associated with a sensor of a current VAD being used by the patient undergoing the VAD treatment;
accessing a machine learning model trained using training data for a plurality of patients that have been treated with VADs;
and
generating a customized treatment recommendation based at least in part on the data signal, the current VAD, and the machine learning model, the customized treatment recommendation including (i) use of a first recommended VAD in combination with the current VAD;
(ii) use of a combination of the first recommended VAD and a second recommended VAD instead of the current VAD;
or (iii) use of the first recommended VAD instead of the current VAD.

3 more elements

Dependencies are inferred from the claim text.

Tree-based data exploration and data-driven protocol

Life of this patent

Tree-based data exploration and data-driven protocol

Life of this patent

Abstract

Claims21