Operationalising LLM-assisted screening of literature to support systematic reviews
Scott Spillias, Laura Avila-Turriago, Christopher James Brown, Ariane Easton, Jack Roberts, Michael Sievers, Stephen E. Swearer, Andrew Taylor, Brigette R. Wright, Valeriya Komyakova
This paper develops an LLM-based workflow for efficient literature screening in systematic reviews, achieving high recall with minimal human effort across environmental science corpora.
bioRxiv · Sep 24, 2026 · PreprintEcology