Patent ID: 11915809
Assignee: RAD AI, INC.
Field: Medical technology (Instruments)
Classification: CPC G | IPC G

Claim 8:
9. A system, comprising:
a computing system configured to:
train a machine learning model based on a first set of historical radiology reports, wherein the machine learning model comprises a transformer model comprising a set of encoders and a set of decoders;
tune the machine learning model based on a second set of historical radiology reports, wherein the second set of historical radiology reports are associated with a radiologist, wherein tuning the machine learning model comprises learning a writing style for the radiologist, the writing style reflecting at least one of: a length metric, a word choice, an ordering style, or a summarization style;
determine a radiologist style matrix using the tuned machine learning model;
determine a set of finding inputs for a radiology report associated with a patient;
use the set of encoders of the tuned model to determine a set of embeddings based on the set of finding inputs, and determine a context matrix based on the set of embeddings;
use the set of decoders of the tuned model to generate an impression section of the radiology report based on the radiologist style matrix and the context matrix, wherein the impression section is configured to mimic the writing style for the radiologist;
retrain the machine learning model based on the generated impression section of the radiology report to determine a retrained model; and
with the retrained model, generate a second impression section of a second radiology report.