Specialty-Specific Medical Language Model for Immune-Mediated Diseases

In three linesDomain-specific NER model for identifying clinical entities in immunology and infectious disease contexts. 371 manually annotated case reports by clinical specialists. Transformer-based model with clinical embeddings achieves F1=0.89, outperforming BERT and zero-shot approaches. Supports case report analysis and clinical decision support.

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