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Review Open access Oct 2026

Title and abstract screening for systematic reviews with Jev, a System One model: comparison with generative large language models

Large language models (LLMs) screen titles and abstracts without review-specific training, but generating screening decisions as text takes processing time and incurs API charges. We evaluated Jev, a non-generative model returning classification probabilities, on 4527 records from two systematic reviews of bipolar diso...

K. Matsui, Y. Takaesu · 0 citations

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