The academic papers researchers regard as significant are not those that are highly cited

Borchardt, R. & Hartings, M. R. (2018). The academic papers researchers regard as significant are not those that are highly cited.
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For many years, academia has relied on citation count as the main way to measure the impact or importance of research, informing metrics such as the Impact Factor and the h-index. But how well do these metrics actually align with researchers' subjective evaluation of impact and significance? Rachel Borchardt and Matthew R. Hartings report on a study that compares researchers' perceptions of significance, importance, and what is highly cited with actual citation data. The results reveal a strikingly large discrepancy between perceptions of impact and the metric we currently use to measure it.

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