Traditionally the number of first and senior author publications, and the journal(s) in which those publications appear, has been the key criteria for assessing the quality of a researcher’s work. This is used by funding agencies to determine whether to award research grants to conduct their future work, as well as by academic research institutions to inform hiring and career progression decisions. However, this is actually a very poor measure of a researcher’s true impact since a) it only captures a fraction of a researcher’s contribution and b) since more than 70% of published research cannot be reproduced, the publication based system rewards researchers for the wrong thing (the publication of novel research, rather than the production of robust research).