ML Language Processing Model for Radiotherapy Treatment Planning
Summary
USPTO published patent application US20260100265A1 for machine-learning language processing methods used in radiotherapy treatment planning. The system monitors a radiotherapy planning user interface to identify treatment attributes and executes ML models to generate contextual data when thresholds are met. Inventors include Jarkko Peltola, Martin Sabel, Esa Kuusela, Elena Czeizler, Ismo Hautala, and Kellee Donnelly.
What changed
USPTO published patent application US20260100265A1 covering methods and systems for using machine-learning language processing models in radiotherapy treatment planning. The disclosed invention involves monitoring a radiotherapy planning user interface, identifying planning attributes, and executing ML language processing models to generate contextual data when certain thresholds are satisfied. The contextual data is then presented within the treatment planning interface.
Medical device manufacturers developing radiotherapy planning software or systems should review this patent for potential licensing implications or competitive landscape awareness. Healthcare providers using AI-assisted radiotherapy planning systems may need to assess their technology vendors' IP positions. The patent covers CPC classifications G16H 20/40, A61N 5/1031, G16H 10/60, and G16H 50/20.
What to do next
- Monitor for updates
- Review patent claims for freedom-to-operate
Archived snapshot
Apr 9, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
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
Related changes
Get daily alerts for USPTO Patent Applications - Health Informatics (G16H)
Daily digest delivered to your inbox.
Free. Unsubscribe anytime.
Source
About this page
Every important government, regulator, and court update from around the world. One place. Real-time. Free. Our mission
Source document text, dates, docket IDs, and authority are extracted directly from USPTO.
The plain-English summary, classification, and "what to do next" steps are AI-generated from the original text. Cite the source document, not the AI analysis.
Classification
Who this affects
Taxonomy
Browse Categories
Get alerts for this source
We'll email you when USPTO Patent Applications - Health Informatics (G16H) publishes new changes.