In a study of gender bias in 145 journals in various areas of research, including 1.7 million authors and 740,00 referees, these authors show that in biomedicine and health journals women authors were treated generally favourably by editors and reviewers. This is in contrast to social science and humanity journals. The authors advocate for gender diversity among reviewers and editors to mitigate the perception and reality of bias.