Social media has become an important channel for publicizing academic research, which provides an opportunity for each scientific paper to become a hit. Employing a dataset of about 10 million tweets of 584,264 scientific papers from 2012 to 2018, this study investigates the differential diffusion of elite and non-elite journal papers (divided by Average journal impact factor percentile). We find that non-elite journal papers are diffused deeper and farther than elite journal papers, showing a diffusion trend with multiple rounds, sparse, short-duration and small-scale bursts. In contrast, the bursts of elite journals are characterized by a small number of persistent, dense and large-scale bursts. We also discover that elite journal papers are more inclined to broadcast diffusion while non-elite journal papers prefer viral diffusion. Elite journal papers are generally disseminated to many loosely connected communities, while non-elite journal papers are diffused to several densely connected communities.
翻译:社会媒体已成为宣传学术研究的重要渠道,它为每份科学论文提供了一次大爆炸的机会。 利用2012年至2018年584 264份科学论文中约1,000万条推文的数据集,本研究调查了精英与非精英期刊论文的不同传播(按平均期刊影响百分位系数分析 ) 。 我们发现,非精英期刊论文的传播深度和广度比精英期刊论文更深,显示出多轮、少、短、小规模的传播趋势。 相比之下,精英期刊的暴发以少量持续、密集和大规模暴发为特征。 我们还发现,精英期刊论文更倾向于传播传播传播,而非精英期刊论文则更倾向于传播病毒。 精英期刊论文通常向许多联系松散的社区传播,而非精英期刊论文则向几个联系密集的社区传播。