What I am saying is rather an extension of the picture you posted. More and more people get into science because it is simply pretty. We have created a culture of science today that revolves around public acceptance and understanding since funding is rather limited. This is how and why you get meme popularizers of science like Tyson to leading the new wave when his biggest accomplishment was to linguistically declassify an astronomical body.
I don't think psychology is part of science more than alchemy or gambling. At some point we have to accept what passes as science and what doesn't. I am a Popperian myself in regards to how the whole thing is approached theoretically and a hardcore engineer when it comes to practicality.
Meanwhile the new scientists are really just people who think science is pretty. This is why and how they pay their way into college and this is how we end up with crap research spoiling the rest. We have a science pollution that mingles between the spectrum of pseudoscience and epistemology.
OK. Then you do not have it upside down :) I agree.
Edit: Or partly agree. History, theology, sociology and psychology is still Science. You just have to remember that bias and fallacies are part of the fabric of every thesis in these fields, whereas connecting mathematics and empirical observation is less prone to that problem.