Using machine-learning language processing model for radiotherapy treatment planning

A system comprising:

• a non-transitory computer-readable medium having non-transitory instructions that when executed, cause a processor to:
• monitor 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 radiotherapy treatment planning computer model, an indication corresponding to at least one missing data point required for generating a patient specific radiotherapy treatment plan, the at least one missing data point associated with the one or more radiotherapy planning attributes;
• and
• responsive to the indication satisfying a threshold:
• execute a machine-learning language processing model to generate contextual data associated with the one or more radiotherapy planning attributes;
• present the contextual data within the radiotherapy treatment planning user interface;
• update at least one radiotherapy planning attribute in the radiotherapy treatment planning computer model based on the contextual data;
• and
• generate an updated patient specific radiotherapy treatment plan based on the updated radiotherapy planning attribute.

A system comprising:

• a machine-learning language processing model;
• and
• a processor in communication with the machine-learning language processing model, the processor configured to:
• monitor 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 radiotherapy treatment planning computer model, an indication corresponding to at least one missing data point required for generating a patient specific radiotherapy treatment plan, the at least one missing data point associated with the one or more radiotherapy planning attributes;
• and
• responsive to the indication satisfying a threshold:
• execute the machine-learning language processing model to generate contextual data associated with the one or more radiotherapy planning attributes;
• present the contextual data within the radiotherapy treatment planning user interface;
• update at least one radiotherapy planning attribute in the radiotherapy treatment planning computer model based on the contextual data;
• and
• generate an updated patient specific radiotherapy treatment plan based on the updated radiotherapy planning attribute.