Comparative evaluation of traditional and advanced AI models for classifying brain tumor status from MRI reports
To evaluate automated classification of English brain MRI reports into nontumor, posttreatment-tumor, and pretreatment-tumor categories under duplicate-aware internal validation, comparing transparent lexical baselines, a recurrent deep-learning baseline, and pretrained transformer encoders with comprehensive statist...