Effects of Research Paper Promotion via ArXiv and X (2401.11116v2)
Abstract: In the evolving landscape of scientific publishing, it is important to understand the drivers of high-impact research, to equip scientists with actionable strategies to enhance the reach of their work, and to understand trends in the use of modern scientific publishing tools to inform their further development. Here, we study trends in the use of early preprint publications and revisions on ArXiv and the use of X (formerly Twitter) for promotion of such papers in computer science and physics. We find that early submissions to ArXiv and promotion on X have soared in recent years. Estimating the effect that the use of each of these modern affordances has on the number of citations of scientific publications, we find that peer-reviewed conference papers in computer science that are submitted early to ArXiv gain on average $21.1 \pm 17.4$ more citations, revised on ArXiv gain $18.4 \pm 17.6$ more citations, and promoted on X gain $44.4 \pm 8$ more citations in the first 5 years from an initial publication. In contrast, journal articles in physics experience comparatively lower boosts in citation counts, with increases of $3.9 \pm 1.1$, $4.3 \pm 0.9$, and $6.9 \pm 3.5$ citations respectively for the same interventions. Our results show that promoting one's work on ArXiv or X has a large impact on the number of citations, as well as the number of influential citations computed by Semantic Scholar, and thereby on the career of researchers. These effects are present also for publications in physics, but they are relatively smaller. The larger relative effect sizes, effects of promotion accumulating over time, and elevated unpredictability of the number of citations in computer science than in physics suggest a greater role of world-of-mouth spreading in computer science than in physics.
- Tracking the popularity and outcomes of all bioRxiv preprints. eLife, 8: e45133. Publisher: eLife Sciences Publications, Ltd.
- Reading the Source Code of Social Ties. In Proceedings of the 2014 ACM Conference on Web Science, WebSci ’14, 139–148. New York, NY, USA: Association for Computing Machinery. ISBN 9781450326223.
- Citation advantage for open access articles in European Radiology. European Radiology, 30(1): 482–486.
- Antelman, K. 2004. Do open-access articles have a greater research impact? College & research libraries, 65(5): 372–382.
- Baddeley, M. 2015. Herding, social influences and behavioural bias in scientific research. EMBO reports, 16(8): 902–905. Num Pages: 905 Publisher: John Wiley & Sons, Ltd.
- Evolution of open access publishing in Chinese scientific journals. Learned Publishing, 21(2): 140–152.
- Does the arXiv lead to higher citations and reduced publisher downloads for mathematics articles? Scientometrics, 71(2): 203–215.
- Which Conference Is That? A Case Study in Computer Science. Journal of Data and Information Quality, 14(3): 1–13.
- Estimating the Causal Effect of Early ArXiving on Paper Acceptance. arXiv preprint arXiv:2306.13891.
- Eysenbach, G. 2011. Can tweets predict citations? Metrics of social impact based on Twitter and correlation with traditional metrics of scientific impact. Journal of Medical Internet Research, 13(4): e123.
- Citation Count Analysis for Papers with Preprints. ArXiv:1805.05238 [cs].
- Social influence and peer review. EMBO reports, 16(12): 1588–1591. Num Pages: 1591 Publisher: John Wiley & Sons, Ltd.
- Ford, E. 2013. Defining and characterizing open peer review: A review of the literature. Journal of Scholarly Publishing, 44(4): 311–326.
- Releasing a preprint is associated with more attention and citations for the peer-reviewed article. bioRxiv. Publisher: Cold Spring Harbor Laboratory.
- Distinguishing between topical and non-topical information diffusion mechanisms in social media. In Proceedings of the International AAAI Conference on Web and Social Media, volume 10, 151–160.
- Distinguishing topical and social groups based on common identity and bond theory. In Proceedings of the sixth ACM international conference on Web search and data mining, 627–636.
- Targeted maximum likelihood estimation: A gentle introduction.
- Tweeting Authors: Impact on Research Publicity and Downstream Citations. Journal of General Internal Medicine, 35(6): 1926–1927.
- Comparing the impact of open access (OA) vs. non-OA articles in the same journals. D-lib Magazine, 10(6).
- Relative citation ratio (RCR): a new metric that uses citation rates to measure influence at the article level. PLoS biology, 14(9): e1002541.
- Johnson, C. Y. 2023. A superconductor claim blew up online. Science has punctured it. Washington Post.
- A network-based normalized impact measure reveals successful periods of scientific discovery across disciplines. Proceedings of the National Academy of Sciences, 120(48): e2309378120.
- Using social media to promote academic research: Identifying the benefits of twitter for sharing academic work. PloS One, 15(4): e0229446.
- The Effect of Use and Access on Citations. Information Processing & Management, 41(6): 1395–1402. ArXiv:cs/0503029.
- Does Tweeting Improve Citations? One-Year Results From the TSSMN Prospective Randomized Trial. The Annals of Thoracic Surgery, 111(1): 296–300.
- Estimating missed actual positives using independent classifiers. In Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, 648–653.
- Moed, H. F. 2007. The effect of “open access” on citation impact: An analysis of ArXiv’s condensed matter section. Journal of the American Society for Information Science and Technology, 58(13): 2047–2054.
- Newman, M. E. 2009. The first-mover advantage in scientific publication. Europhysics Letters, 86(6): 68001.
- An overview of post-publication peer review. Scholarly Assessment Reports, 3(1).
- Bias and Groupthink in Science’s Peer-Review System. In Allen, D. M.; and Howell, J. W., eds., Groupthink in Science: Greed, Pathological Altruism, Ideology, Competition, and Culture, 99–113. Cham: Springer International Publishing. ISBN 978-3-030-36822-7.
- Journal peer review: a bar or bridge? An analysis of a paper’s revision history and turnaround time, and the effect on citation. Scientometrics, 114(3): 1087–1105.
- Experimental study of inequality and unpredictability in an artificial cultural market. Science (New York, N.Y.), 311(5762): 854–6.
- Saxon, M. 2023. The ACL Anonymity Embargo Period is exclusionary, actually: an early-career researcher’s perspective. https://saxon.me/blog/the-acl-anonymity-embargo-period-is-exclusionary-actually-an-early-career-researchers-perspective.html.
- Targeted maximum likelihood estimation for causal inference in observational studies. American journal of epidemiology, 185(1): 65–73.
- Twitter Mentions Influence Academic Citation Count of Shoulder and Elbow Surgery Publications. Cureus, 14(1): e21762.
- Popularity of arXiv.org within Computer Science. ArXiv:1710.05225 [cs].
- Tech, C. 2023. arXiv Annual Report 2022.
- If I tweet will you cite? The effect of social media exposure of articles on downloads and citations. International Journal of Public Health, 61(4): 513–520.
- Identifying Meaningful Citations. In AAAI Workshop: Scholarly Big Data.
- Super learner. Statistical applications in genetics and molecular biology, 6(1).
- Waltman, L. 2016. A review of the literature on citation impact indicators. Journal of informetrics, 10(2): 365–391.
- Preprints as accelerator of scholarly communication: An empirical analysis in Mathematics. Journal of Informetrics, 14(4): 101097.