How much research shared on Facebook happens outside of public pages and groups? A comparison of public and private online activity around PLOS ONE papers
Asura Enkhbayar, Stefanie Haustein, Germana Barata, Juan Pablo Alperin

TL;DR
This study develops a new method to measure Facebook activity related to scientific papers, revealing that most sharing occurs outside public pages and that Facebook's role in scholarly communication is underestimated.
Contribution
It introduces a novel approach to collect comprehensive Facebook engagement data, including private activity, and compares it with existing altmetrics for scientific articles.
Findings
58.7% of Facebook shares occur outside public pages and groups.
Total Facebook engagement approximates Twitter engagement patterns.
Facebook's impact on scholarly communication is significantly underestimated.
Abstract
Despite its undisputed position as the biggest social media platform, Facebook has never entered the main stage of altmetrics research. In this study, we argue that the lack of attention by altmetrics researchers is due, in part, to the challenges in collecting Facebook data regarding activity that takes place outside of public pages and groups. We present a new method of collecting aggregate counts of shares, reactions, and comments across the platform-including users' personal timelines-and use it to gather data for all articles published between 2015 to 2017 in the journal PLOS ONE. We compare the gathered data with altmetrics collected and aggregated by Altmetric. The results show that 58.7% of papers shared on Facebook happen outside of public spaces and that, when collecting all shares, the volume of activity approximates patterns of engagement previously only observed for…
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