Recommender System in the Process of Scientific Peer Review in Mathematical Journal

A. Elizarov, E. Lipachev, S. Khaydarov
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Abstract

An approach is proposed for organizing expert evaluation of a scientific document submitted to a mathematical journal. Domain restriction is associated with the use of the Mathematical Sciences Classification System – MSC. A recommendation system is presented that allows you to create a list of possible experts for conducting scientific peer-reviewing on a mathematical article. The recommender system uses the MSC codes presented by the author of the article on the MSC2020 classifiers. If the codes MSC2000 or MSC2010 are indicated in the article, they are automatically converted to codes MSC2020. For each expert, the system supports a personal profile that contains a set of codes MSC2020, supplemented by numerical characteristics – weights calculated for each code in accordance with the system of accounting for competencies, preferences or refusals to participate in the review procedure. This set is automatically edited if the expert is included in the list of possible reviewers – the weights of several codes increase or decrease, as well as new codes are added. The recommendation system is implemented as an integrated tool (plug-in) of the Open Journal Systems (OJS) platform. The developed method has been tested in the information system of the Lobachevskii Journal of Mathematics (https://ljm.kpfu.ru).
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数学期刊科学同行评议过程中的推荐系统
提出了一种组织专家评审提交给数学期刊的科学论文的方法。领域限制与使用数学科学分类系统(MSC)有关。介绍了一个推荐系统,该系统允许您创建可能的专家列表,以便对数学文章进行科学同行评审。推荐系统使用MSC2020分类器文章作者提供的MSC代码。如果文中注明代码为MSC2000或MSC2010,则自动转换为代码MSC2020。对于每位专家,系统支持个人简介,其中包含一组代码MSC2020,并辅以数字特征-根据能力,偏好或拒绝参与审查程序的会计系统计算每个代码的权重。如果专家包含在可能的审稿人列表中,则自动编辑此集-几个代码的权重增加或减少,以及添加新代码。推荐系统是作为OJS平台的集成工具(插件)实现的。开发的方法已经在Lobachevskii数学杂志(https://ljm.kpfu.ru)的信息系统中进行了测试。
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