causation | Deep Sea News https://deepseanews.com All the news on the Earth's largest environment. Thu, 02 Nov 2017 01:32:49 +0000 en-US hourly 1 https://csrtech.com Will Tweeting About Your Research Paper Get You More Citations? Meh. https://deepseanews.com/2017/11/will-tweeting-about-your-research-paper-get-you-more-citations-meh/ https://deepseanews.com/2017/11/will-tweeting-about-your-research-paper-get-you-more-citations-meh/#comments Thu, 02 Nov 2017 01:32:49 +0000 https://www.deepseanews.com/?p=58443 Currently, one of the most pressing questions in science communication is what impact does participating in these kind of activities have on individual scientists.  These…

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Currently, one of the most pressing questions in science communication is what impact does participating in these kind of activities have on individual scientists.  These impacts are difficult to quantify as many are indirect, ephemeral, and often considerably delayed.  Of course, scientists, administrators, and funding agencies also want to quantify how these impacts directly affect the metrics–grant dollars generated, number of published scientific papers, and the number of citations a paper receives–we use to evaluate researchers.

Liz Neeley and I discussed this in our 2014 paper.

In terms of social media outreach, or outreach in general, the impact on a scientist’s career remains largely unquantified and quite possibly indirect. “Many faculty members identified their primary job responsibilities as research and post-secondary teaching. They felt that outreach participation hindered their ability to fulfill those responsibilities and might be an ineffective use of their skills and time, and that it was not a valid use of their research funding”. In the survey by Ecklund et al., 31% of scientists felt that research university systems value research productivity, as indexed by grants and published papers, over everything else, including outreach. With this prioritization structure in place outreach may be perceived as unrelated to a scientist’s academic pursuits.

Perhaps because of both the ease of quantification and the impact is hypothesized to be direct, one specific question continues to generate considerable attention.   If a paper receives a significant number of social media mentions does it also receive a significant number of citations? If this correlation exist then this would support an argument that Tweeting, Facebooking, etc. about your scientific papers. This science communication would increase the exposure of your paper, including to scientists, eventually leading to more citations of that paper.  In this were true the impact of science communication would be direct and impact a metric that is used to evaluate scientists.

One of the largest studies on this topic, in analysis of 1.4 million documents published in PubMed and Web of Science published from 2010 to 2012, Haustein et al. found no correlation between a paper or a journals citation count and Twitter mentions.  However, multiple studies since do find a link between Tweets and citations rates including the papers of Peoples et al. and de Winter.

A new paper by Finch et al.  finds a link between social media mentions an citations also exists in the orthinology literature.  The authors set up the question nicely in the introduction

Weak positive correlations between social media mentions and future citations [5,8–10] suggest that online activity may anticipate or drive the traditional measure of scholarly ‘impact’. Online activity also promotes engagement with academic research, scholarly or otherwise, increasing article views and PDF downloads of PLoS ONE articles, for example [11,12]. Thus, altmetrics, and the online activity they represent, have the potential to complement, pre-empt and boost future citation rates, and are increasingly used by institutions and funders to measure the attention garnered by the research they support [13].

The findings? For a subset of 878 articles published in 2014, the group found that an increase in social media mentions, as indexed by the Altmetric Score, from 1 to 20 resulted in 112% increase in citation count from 2.6 to 5.5 citations per article.

So drop what you’re doing and start Tweeting about your most recent paper RIGHT NOW! 

But wait…

All of these studies show a correlation and not causation.  Simply put, scientific papers with a lot of social media mentions also have lots of citations.  One hypothesis would be that communicating your science broadly increases its exposure and increases the probability of citation.  And it appears that often those advocating for science communication repeat this narrative despite there currently being no support for this hypothesis.  Why is there no support?

Because the correlation between social media mentions and citations could be equally explained by other hypotheses.

So an equally likely explanation for this correlation is that papers that are popular garner both numerous social media mentions and eventually numerous citations.

Tom Webb also makes an outstanding point about the authors of such studies.

The authors of this most recent study note this overall causation and correlation dilemma as well.

Instead, our results suggest that altmetrics might provide an initial and immediate indicator of a research article’s future scholarly impact, particularly for articles published in more specialist journals…The correlative nature of this and other studies makes it difficult to establish any causal relationship between online activity and future citations

So what now?  First stop arguing, as many did on Twitter today (examples here), that Tweeting about your paper is good thing because it will ultimately generate more citations.  The jury is still out on this and will be until a study specifically is designed to test for the causation and not the correlation.

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