Class Imbalance and Batch Effects in LLM-Based Screening for Systematic Reviews

Gilberto Sussumu Hida, Danilo Monteiro Ribeiro, Clayton Suguio Hida

This study analyses LLMs in imbalanced binary classification, using study screening in systematic reviews as the application domain. An experiment was conducted in five reviews, co…