Fig. 1

Overview of NLP pipeline. Overview of natural language processing (NLP) pipeline for automating spine and head MRI classifiers using an example protocol clinical indication. Clinical indication text is preprocessed to reduce non-essential information and group related terms together. Processed text is then transformed into a vector representation and passed through the appropriate model, which then outputs a protocol assignment and confidence score