Insights

The ability to reliably evaluate AI-aided systematic reviewing is essential for gaining insight into how effective different models are and for building trust in these methods. The ASReview Insights extension adds tools to ASReview LAB for plotting and extracting statistical results of several performance metrics, which enables researchers to analyze and compare the performance of active learning models.

Progress

ASReview Insights has been fully functional since 2022 and is continuously adapted to reflect the latest insights on comparing AI-aided systematic review performance, so that researchers can benchmark models using state-of-the-art metrics. The latest release of the package ensured its full compatibility with version 2 of ASReview LAB, which has been live since may 2025.

By making performance transparent and reproducible, ASReview Insights helps researchers and practitioners make informed decisions about adopting active learning models in evidence synthesis.

People involved