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USING MACHINE-LEARNING LANGUAGE PROCESSING MODEL FOR RADIOTHERAPY TREATMENT PLANNING

Application US20260100265A1 Kind: A1 Apr 09, 2026

Inventors

Jarkko Peltola, Martin Sabel, Esa Kuusela, Elena Czeizler, Ismo Hautala, Kellee Donnelly

Abstract

Disclosed herein are methods and systems for using machine-learning language processing models to provide contextual data while a medical professional is using a radiotherapy treatment planning user interface to generate a treatment plan for a patient. One method comprises monitoring, by at least one processor, a radiotherapy treatment planning user interface comprising an interaction interface to identify one or more radiotherapy planning attributes associated with a radiotherapy treatment of a patient via a radiotherapy treatment planning computer model; receiving, by at least one processor from the c, an indication associated with the radiotherapy planning attribute; responsive to the indication satisfying a threshold: executing, by at least one processor, a machine-learning language processing model to generate contextual data associated with the one or more radiotherapy planning attributes; and presenting, by at least one processor, the contextual data within the radiotherapy treatment planning user interface.

CPC Classifications

G16H 20/40 A61N 5/1031 G16H 10/60 G16H 50/20 A61N 2005/1074

Filing Date

2024-10-04

Application No.

18907368