Scientometrics studies have extended from direct citations to high-order citations, as simple citation count is found to tell only part of the story regarding scientific impact. This extension is deemed to be beneficial in scenarios like research evaluation, science history modelling, and information retrieval. In contrast to citations of citations (forward citation generations), references of references (backward citation generations) as another side of high-order citations, is relatively less explored. We adopt a series of metrics for measuring the unfolding of backward citations of a focus paper, tracing back to its knowledge ancestors generation by generation. Two sub-fields in Physics are subject to such analysis on a large-scale citation network. Preliminary results show that backward citation generations bear some resemblance to forward ones in the macroscopic aspect, but they do behave differently in several specific details. Citations more than one generation away are found to be still relevant to the focus paper, from either a forward or backward perspective. Yet, backward citation generations are generally smaller in the size of networks but higher in topic relevance to the paper of interest. This is implicational for recommending citations in tasks of searching related literature but further research is needed regarding this question.
翻译:科学计量研究从直接引用到高顺序引用,从直接引用到高顺序引用,发现简单的引用计数仅能说明科学影响的故事的一部分。这种扩展被认为有益于研究评估、科学历史建模和信息检索等情景。与引文(前几代引文)相比,引文引用(后几代引文)相对较少,参考文献(后几代引文)作为高顺序引文的另一面的参考文献相对较少。我们采用了一系列衡量重点文件落后引文的演化的衡量尺度,逐代追溯到其知识祖先的一代。物理学的两个子领域是大型引用网络的这类分析对象。初步结果显示,后几代引文在宏观引用方面有一些相似之处,但在若干具体细节中确实有不同之处。从前或后两代的角度来看,超过一代的引用文献仍然与重点文件相关。然而,后几代的引用世代在网络规模上一般较小,但在与兴趣论文有关的专题方面则更高。这意味着,在研究相关文献的任务中建议引用,但需要进一步研究这一问题。