SYSTEMS AND METHODS FOR MEDICAL IMAGING PROTOCOL NAME STANDARDIZATION
Inventors
Philippe Gerner, Mathieu Bedez
Abstract
A system and method for medical imaging protocol name standardization includes generating a synthetic training dataset from medical standards in public documentation utilizing knowledge elicitation, wherein the synthetic training dataset includes, for a given language and a given imaging modality, a plurality of combinations of possible medical imaging protocol names for respective standard protocol codes of a plurality of standard protocol codes for each standard medical imaging protocol. The system and method also includes generating a lightweight text classification model from the synthetic training dataset utilizing machine learning. The system and method further includes utilizing the lightweight text classification model to receive a medical imaging protocol name and to output a list of most probable protocol codes based on the medical imaging protocol name.
CPC Classifications
Filing Date
2024-09-25
Application No.
18896079