Generative Ki zur Erzeugung von Zeitreihenvorhersagen für Strahlentherapiebehandlungsplanungssysteme

Details

Veröffentlichungs-Nr.

EP4759358

Anmeldetag

4. Dezember 2025

Veröffentlichung

17. Juni 2026

Rechtsraum

EP

IPC

A61N5/10, G16H40/63, A61B6/46

Abstract

A server (110a) monitors (202) a sequence of screen captures from a radiotherapy treatment planning platform's user interface, operated by medical professionals. The server (110a) generates (204) a training dataset comprising a time series of the screen captures and trains (206) a machine learning model using this dataset. The trained model is configured to predict (208) 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.

Anmelder

Firma

Siemens Healthineers International AG

Land

🇨🇭 Schweiz

Fachgebiete