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Item type:Publication, Do bibliometrics introduce gender, institutional or interdisciplinary biases into research evaluations? Open PDF(2023) ;Thelwall, M. ;Kousha, K. ;Stuart, E. ;Makita, M.Abdoli, M.Systematic evaluations of publicly funded research sometimes use bibliometrics alone or bibliometric-informed peer review, but it is not known whether bibliometrics introduce biases when supporting or replacing peer review. This article assesses this by comparing three alternative mechanisms for scoring 73,612 UK Research Excellence Framework (REF) journal articles from all 34 field-based Units of Assessment (UoAs) 2014–17: REF peer review scores, field normalised citations, and journal average field normalised citation impact. The results suggest that in almost all academic fields, bibliometric scoring can disadvantage departments publishing high quality research, as judged by peer review, with the main exception of article citation rates in chemistry. Thus, introducing journal or article level citation information into peer review exercises may have a regression to the mean effect. Bibliometric scoring slightly advantaged women compared to men, but this varied between UoAs and was most evident in the physical sciences, engineering, and social sciences. In contrast, interdisciplinary research gained from bibliometric scoring in about half of the UoAs, but relatively substantially in two. In conclusion, out of the three potential sources of bibliometric bias examined, the most serious seems to be the tendency for bibliometric scores to work against high quality departments, assuming that the peer review scores are correct. This is almost a paradox: although high quality departments tend to get the highest bibliometric scores, bibliometrics conceal the full extent of departmental quality advantages, as judged by peer review. This should be considered when using bibliometrics or bibliometric informed peer review. © 2023 The AuthorsItem type:Publication, Gender disparities in UK research publishing: Differences between fields, methods and topics(El Profesional de la Informacion, 2020) ;Thelwall, M. ;Abdoli, M. ;Lebiedziewicz, A.Bailey, C.Gender disparities persist in UK research, with female minorities in most science, technology, engineering and mathematics (STEM) subjects but female majorities in others. The nature of the gender disparity differences between subjects needs to be understood if effective remedial actions are to be targeted at STEM subjects suffering from a lack of women, in contrast to other subjects without shortages. Evidence from the USA suggests that women engage more in people-re-lated subjects, qualitative methods, veterinary science and cell biology and men engage more in thing-related subjects, power/control fields, patient-related research, abstraction and quantitative methods, except surveys. This article inves-tigates gender disparity differences in UK first authorship for journal articles in nearly all of science split into 26 broad and 308 narrow Scopus fields. The results largely replicate the USA but suggest that more life science topics may be fe-male-associated in the UK and patient-related research might not be male-associated. UK STEM gender parity initiatives might therefore emphasise people-oriented, and perhaps socially positive, aspects of currently masculine STEM topics and approaches (e.g., abstraction, mathematical quantitative methods), and promote female-friendly topics, methods and goals within male-dominated fields in addition to tacking implicit and explicit sexism and providing a supportive working environment. © 2020, El Profesional de la Informacion. All rights reserved.