Elsevier has recently published the report "Gender in the Global Research Landscape", in which they analyze 'research performance through a gender lens across 20 years, 12 geographies, and 27 subject areas'. The team at The Economist wrote a short summary of the report, showing this chart.
Thanks Claudio Ferraz for the pointer on twitter.