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An agent-based model for the bibliometric h-index

机译:基于代理的文献计量学h指数模型

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摘要

We model a virtual scientific community in which authors publish and cite articles. Citations are attributed according to a preferential attachment mechanism. From the numerical simulations, the h-index can be computed. This bottom-up approach reproduces well real bibliometric data. We consider two versions of our model. (1) The single-scientist is controlled by two parameters which can be tuned to reproduce the value of the h-index of many real scientists. Moreover, this model shows how the h-index grows with the number of citations, for a fixed number of articles. We also define an average h-index that can be used to compare the scientific productivity of institutions of different sizes. (2) The multi-scientist model considers a population of scientists and allows us to study the impact of removing citations from the low h-index researchers on the community. Simulations on real bibilometric data, as well as the predictions of the model, show that the h-index eco-system can be strongly affected by such a filtering.
机译:我们为虚拟的科学社区建模,作者在其中发表和引用文章。引用是根据优先依恋机制进行分配的。从数值模拟中,可以计算出h指数。这种自下而上的方法可以很好地再现真实的文献计量数据。我们考虑模型的两个版本。 (1)单身科学家受两个参数控制,可以对其进行调整以重现许多实际科学家的h指数值。此外,对于固定数量的文章,该模型显示了h指数如何随引用次数而增长。我们还定义了一个平均h指数,可以用来比较不同规模机构的科学生产率。 (2)多科学家模型考虑了一群科学家,使我们能够研究删除低h指数研究人员的引用对社区的影响。对实际的Bibilometric数据进行的仿真以及模型的预测表明,此类过滤会严重影响h指数生态系统。

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