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:
Jun. 30, 2026

Filed:

Dec. 12, 2024
Applicant:

Siemens Healthineers International Ag, Steinhausen, CH;

Inventors:

Ismo Hautala, Espoo, FI;

Esa Kuusela, Espoo, FI;

Jarkko Peltola, Tuusula, FI;

Lauri Halko, Helsinki, FI;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16H 50/20 (2018.01); G16H 40/60 (2018.01);
U.S. Cl.
CPC ...
G16H 50/20 (2018.01); G16H 40/60 (2018.01);
Abstract

A server monitors a sequence of screen captures from a radiotherapy treatment planning platform's user interface, operated by medical professionals. The server generates a training dataset comprising a time series of the screen captures and trains a machine learning model using this dataset. The trained model is configured to predict visual attributes of the user interface, determining the next screen's attributes based on prior interactions. When executed, the model predicts future visual attributes of the interface as a user interacts with the current screen, offering real-time guidance for navigating the treatment planning platform.


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