Females outnumber men in biology at the undergraduate and Ph.D. levels and have this entire century. Where do they still lag? Faculty positions.
The issue is clearly not sexism, academia prides itself on being more liberal and inclusive than private sector science, it is the tenure system. Tenured scientists are living longer, continuing to do fine work, and therefore not making way for younger female scientists who have an advantage in hiring now.