This is a bit sensitive to cultural influences. For instance, male facial characteristics have a clear regional variance, thus biasing the result in a particular population. I can tell from experience, I'm a male pushing over thirty with ridiculously androgynous features. I'm tagged as a boy by local population, and when I visit UK, I'm tagged as a 'ugly woman' :)