I don't think this is true at all (and usually you never see women say this, just males rationalizing their position). Women centric CS events are to encourage those who have an interest but may have been hesitant for some reason to seek it out. Or to encourage those who are students to seek help and find comraderie/validation.
A common theme from women is that they often feel like imposters in intro CS classes because its always guys who seem to be so much further ahead. Of course, guys will chime in that they experience impostor-syndrome just as much. The difference is that girls have an immediate re-enforcing explanation for that sense of being out of place: you don't belong because you're a woman. This is the curse of being a minority in a field that you aren't well represented in. This is why these CS-centric events are important.
How is this different from guys who go, "They're so ahead of me. I'm out of place, because they are all smarter than me"?
I'm not sure whether it'd be comforting to feel (correctly or not) that your background is partially to blame for your lack of confidence or success. On the one hand you may discourage yourself and set yourself up for failure because you believe you have a good reason to fail. On the other hand it may prevent you from beating yourself up as much since there are some external factors at play that are out of your control.
Programs which would help more women be involved and included in CS will end up helping men who would find themselves in similar situations. Discrimination is harmful to just about everyone.
Like you say, kids are very perceptive. The only way to truly eradicate the stereotype is to create a world in which the stereotype doesn't exist.
And that is done by giving all kids, regardless of gender or race, the __opportunity__ to learn about the value of computer science. The ones that like it will participate, those that don't, won't. And gender will be irrelevant.