Browman HI, Stergiou KI INTRODUCTION: Factors and indices are one thing, deciding who is scholarly, why they are scholarly, and the relative value of their scholarship is something else entirely Campbell P Escape from the impact factor Lawrence PA Lost in publication: how measurement harms science Todd PA, Ladle RJ Hidden dangers of a ‘citation culture’ Taylor M, Perakakis P, Trachana V The siege of science Cheung WWL The economics of post-doc publishing Tsikliras AC Chasing after the high impact Zitt M, Bassecoulard E Challenges for scientometric indicators: data demining, knowledge flows measurements and diversity issues Harzing AWK, van der Wal R Google Scholar as a new source for citation analysis Pauly D, Stergiou KI Re-interpretation of ‘influence weight’ as a citation-based Index of New Knowledge (INK) Giske J Benefitting from bibliometry Butler L Using a balanced approach to bibliometrics: quantitative performance measures in the Australian Research Quality Framework Bornmann L, Mutz R, Neuhaus C, Daniel HD Citation counts for research evaluation: standards of good practice for analyzing bibliometric data and presenting and interpreting results Harnad S Validating research performance metrics against peer rankings