推特是否有助于改善眼科科学出版物的传播?
Thomas Muecke1,2,3, Stephen Bacchi4,5,6, Robert J Casson4,5
1Royal Adelaide Hospital, Adelaide, SA, 5000, Australia. a1742509@student.adelaide.edu.au.
International ophthalmology
|August 12, 2023
概括
推特可能会促进眼科研究的传播. 研究表明,有推文的文章的引用率更高,这表明科学传播得到了改善.
科学领域:
- 眼科医生 眼科 眼科
- 图书统计学 图书统计学
- 科学沟通科学沟通
背景情况:
- 科学发现的快速传播对于医学知识的进步至关重要.
- 研究人员越来越多地使用像Twitter这样的社交媒体平台来分享他们的工作.
研究的目的:
- 调查推特对眼科科学出版物传播的影响.
- 分析推特活动与眼科文章的引用数量之间的相关性.
主要方法:
- 分析了PubMed (2016-2021) 上发表的433710篇眼科文章的数据.
- 推特的性能指标 (推文,点赞,转发) 通过推特API收集.
- 机器学习和描述性统计数据被用来评估Twitter的影响力.
主要成果:
- 引用数量最高四分之一的文章比没有推特 (27.8%) 的文章更有可能至少有一个推文 (34.4%).
- 机器学习模型在预测Twitter性能指标时实现了0.78的AUROC和0.97的准确性.
- 在Twitter活动和引用影响之间观察到积极的关联.
结论:
- 初步证据表明,Twitter可以增强眼科研究的传播.
- 增加的Twitter参与度可能与更高的引用率相关,这表明科学影响范围更广泛.
- 进一步的研究是有必要的,以充分理解社交媒体在科学传播中的作用.
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