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An Overview of BioCreative II.5

机译:BioCreative II.5概述

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We present the results of the BioCreative II.5 evaluation in association with the FEBS Letters experiment, where authors created Structured Digital Abstracts to capture information about protein-protein interactions. The BioCreative II.5 challenge evaluated automatic annotations from 15 text mining teams based on a gold standard created by reconciling annotations from curators, authors, and automated systems. The tasks were to rank articles for curation based on curatable protein-protein interactions; to identify the interacting proteins (using UniProt identifiers) in the positive articles (61); and to identify interacting protein pairs. There were 595 full-text articles in the evaluation test set, including those both with and without curatable protein interactions. The principal evaluation metrics were the interpolated area under the precision/recall curve (AUC iP/R), and (balanced) F-measure. For article classification, the best AUC iP/R was 0.70; for interacting proteins, the best system achieved good macroaveraged recall (0.73) and interpolated area under the precision/recall curve (0.58), after filtering incorrect species and mapping homonymous orthologs; for interacting protein pairs, the top (filtered, mapped) recall was 0.42 and AUC iP/R was 0.29. Ensemble systems improved performance for the interacting protein task.
机译:我们与FEBS Letters实验相关联地介绍了BioCreative II.5评估的结果,作者在其中创建了结构化数字摘要以捕获有关蛋白质-蛋白质相互作用的信息。 BioCreative II.5挑战赛根据黄金标准对15个文本挖掘团队的自动注释进行了评估,该标准是通过协调策展人,作者和自动化系统的注释而创建的。任务是根据可编辑的蛋白质-蛋白质相互作用对文章进行分类。鉴定阳性文章中的相互作用蛋白(使用UniProt标识符)(61);并识别相互作用的蛋白质对。评估测试集中有595篇全文文章,包括具有和不具有可固化蛋白质相互作用的文章。主要评估指标是精度/召回曲线下的插值面积(AUC iP / R)和(平衡)F量度。对于商品分类,最佳的AUC iP / R为0.70。对于蛋白质相互作用,最好的系统在过滤掉不正确的物种并映射同义直系同源物后,获得了良好的宏平均召回率(0.73)和精确度/召回曲线下的内插面积(0.58)。对于相互作用的蛋白质对,最高(过滤,定位)召回率为0.42,AUC iP / R为0.29。集成系统提高了相互作用蛋白任务的性能。

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