Paper benchmarks uncertainty signals for LLM-assisted review screening

Paper benchmarks an auxiliary BERT+GCN classifier that supplies structured uncertainty signals for LLM-based title-abstract screening across eight Cohen drug-class reviews, addressing the lack of calibrated uncertainty in LLM screening decisions.