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基于 Altmetrics 识别学术大咖:社交媒体视角下的“睡美人”唤醒机制。

Identifying the princes base on Altmetrics: An awakening mechanism of sleeping beauties from the perspective of social media.

机构信息

School of Information Management, Sun Yat-sen University, Panyu District, Guangzhou, Guangdong, China.

出版信息

PLoS One. 2020 Nov 25;15(11):e0241772. doi: 10.1371/journal.pone.0241772. eCollection 2020.

Abstract

In science, sleeping beauties (SBs) denotes a special phenomenon of the diffusion of scientific knowledge based on citation trajectories, the awakening of which is also measured through changes in the citations index. However, the rapid advancement of social media has altered the mode of scientific communication and knowledge diffusion. This study aims to re-identify SBs and its Prince from the perspective of comprehensive indicators, which involves the analysis of Altmetrics indexes and Citation index, and investigate the awakening mechanism of A-SB to supplement the research on the awakening mechanism of SBs. By combining Ab index, we redefined the Prince, which makes A-SB receive high attention after a long Sleeping period and reflects the most prominent academic or social behavior that awakens and sustains the Awakening of A-SB. Then we conducted empirical research on the retrieved PLOS Biology collection and examined Prince after identifying the A-SB. The analysis and summary of the characteristics of the identified A-SB and Prince revealed the SBs' awakening mechanism under the comprehensive trajectory based on Altmetrics from the three dimensions of the influence between the indicators, the overall evolution trajectory of A-SB, and literature bibliometric attributes. In the trajectory of Delayed Recognition stage of A-SB, we define the Dogsleep of SBs, which mirrors that the instability of the Sleeping of SBs will generate a specific negative impact on Prince of A-SB and Awakening intensity. Besides, the literature bibliometric attributes cannot reflect the tendency of users to read academic papers, which again proves that the traditional citation index cannot be neglected in the awakening mechanism of A-SB. Overall, this study demonstrates the addition of the Altmetrics indexes as a useful complement, illustrating the inheritance and connection between the SBs based on the comprehensive trajectory and the SBs based on the citation diffusion trajectory.

摘要

在科学领域,沉睡者(Sleeping Beauties,SBs)表示一种特殊的科学知识扩散现象,这种扩散是基于引文轨迹的,而其觉醒则通过引文指数的变化来衡量。然而,社交媒体的快速发展改变了科学交流和知识扩散的模式。本研究旨在从综合指标的角度重新识别沉睡者及其王子,其中涉及 Altmetrics 指标和引文索引的分析,并研究 A-SB 的唤醒机制,以补充沉睡者唤醒机制的研究。通过结合 Ab 指数,我们重新定义了王子,这使得 A-SB 在长时间的沉睡后能够受到高度关注,并反映出最突出的学术或社会行为,从而唤醒并维持 A-SB 的觉醒。然后,我们对检索到的 PLOS Biology 集合进行了实证研究,并在识别出 A-SB 后对其王子进行了分析。对所识别的 A-SB 和王子的特征进行分析和总结,揭示了基于 Altmetrics 的综合轨迹下 A-SB 从指标间的影响、A-SB 的整体演化轨迹和文献计量学属性三个维度的综合轨迹下的 SBs 唤醒机制。在 A-SB 的延迟识别阶段的轨迹中,我们定义了 SBs 的 Dogsleep,这反映了 SBs 的不稳定性会对 A-SB 的王子和唤醒强度产生特定的负面影响。此外,文献计量学属性不能反映用户阅读学术论文的倾向,这再次证明了在 A-SB 的唤醒机制中,传统的引文索引不容忽视。总的来说,本研究表明 Altmetrics 指标的加入是一种有用的补充,说明了基于综合轨迹的 SBs 和基于引文扩散轨迹的 SBs 之间的继承和联系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f660/7688316/dabf15d7f066/pone.0241772.g001.jpg

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