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Text-mining tool, Abstrackr, may potentially reduce the workload burden of title and abstract screening (Stage 1), using screening prioritization and truncation. This study aimed to evaluate the performance of Abstrackr's text-mining functions ('Abstrackr-assisted screening'; screening undertaken by a single-human screener and Abstrackr) vs. Single-human screening. A systematic review of treatments for relapsed/refractory diffuse large B cell lymphoma (n=7,723) was used. Citations, uploaded to Abstrackr, were screened by a