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The Screening Manager skill automates the critical title and abstract screening phase of systematic reviews, ensuring a rigorous, evidence-first approach to literature selection. By extracting inclusion and exclusion criteria directly from a locked protocol document, it evaluates paper candidates deterministically and records every decision in a structured CSV log. This skill is designed to prevent 'hollow' research by requiring explicit justifications for every inclusion or exclusion, making the entire screening process transparent, reproducible, and ready for human audit or peer review.
