Well, I have different reading modes. One mode where I read over all mistakes (which I have to turn on consciously). This also includes bad grammar which is why I didn't mind 'a research' in this special case.
In one of my other modes - which I'm constantly in - I notice almost all mistakes, ranging from spelling over grammar to lexical mistakes and so forth. Comes in pretty handy when doing a beta.