Fig 4. Comparison of ML and NLP algorithms for classifying the brain MRI reports.

ML, machine learning; NLP, natural language processing, BLR, binary logistic regression; NBC, naïve Bayesian classification; SDT, single decision tree; SVM, support vector machine; TFIDF, term frequency-inverse document frequency.