Understanding research method-tool package through scientific texts

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Presentation transcript:

Understanding research method-tool package through scientific texts Kai Li 10/18/2018

Why and what Tools / Research methods Citations / Name mentions Software “takes command” in societies as well as science. Yet software and the methods implemented in software are hardly first-class research objects: They are difficult to be “validated, preserved, cited, and credited;” They are largely invisible from quantitative studies of science, especially large-scale studies. Tools / Research methods Citations / Name mentions Scientific texts

Case study: the impact of lme4 R package The lme4 package is designed to fit linear and generalized linear mixed-effects models. It was developed in the early 21th century (2003?) and has been actively maintained since. It is one of the most highly cited software packages: Both Bates’ 2015 paper and the lme4 CRAN page have been cited for over 10k times on Google Scholar. But are there other expressions of impact? And what can we learn from evaluating the impact of this software?