The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jul. 29, 2025

Filed:

Apr. 06, 2021
Applicant:

Raysearch Laboratories Ab (Publ), Stockholm, SE;

Inventors:

Fredrik Lofman, Lidingo, SE;

Hanna Gruselius, Bromma, SE;

Giorgio Ruffa, Stockholm, SE;

Marco Trincavelli, Alvsjo, SE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
A61N 5/10 (2006.01); G16H 20/40 (2018.01);
U.S. Cl.
CPC ...
A61N 5/1031 (2013.01); A61N 5/103 (2013.01); A61N 5/1037 (2013.01); G16H 20/40 (2018.01);
Abstract

A machine learning-based method of generating a radiotherapy treatment plan for a patient, comprises dose prediction and dose mimicking, wherein the dose prediction step involves using a machine learning system that has been trained to consider at least one optimality criterion related to physical or technical restrictions that will affect the delivery of the treatment plan. Thus, at least one of the factors that are normally taken into account in the dose mimicking step is introduced in the dose prediction step. The invention also relates to a method of training such a machine learning system for use in radiotherapy treatment planning, a computer program product and a computer system.


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