US Patent 12136484 Method and apparatus utilizing image-based modeling in healthcare

Aspects of the subject disclosure may include, for example, obtaining pre-treatment images; analyzing the pre-treatment images according to an imaging model that includes a machine learning model; predicting, according to the analyzing the pre-treatment images, one or more clinical variables; obtaining on-treatment images; analyzing the on-treatment images according to the imaging model; predicting, based on the analyzing the on-treatment images, the one or more clinical variables for the on-treatment images; and presenting event estimation information in a graphical user interface. Other embodiments are disclosed.