Fig 5From: Exploring the performance and explainability of fine-tuned BERT models for neuroradiology protocol assignmentSelected samples from the dataset with color coded word importance. Red signifies words that negatively influence the prediction, blue denotes the most important words that positively influence the prediction, and white indicates a neutral influence.. The indication for the exam is provided by the ordering physician, which briefly summarizes the symptoms, relevant medical history, and the medical questions. The ‘true label’ is the protocol, assigned manually by a trained radiologist, that is most suitable for the indication. The ‘predicted label’ is the protocol predicted by the AI modelBack to article page