It doesn't always work like that. Sometimes a paper is, after enough trying to understand what's going on, simply nonsense. It can be hard work wading through pages of unmotivated and apparently random definitions, trying to find some sense, only to have it completely fall apart.

There aren't always obvious mistakes. Sometimes it makes sense locally, but not globally. Taking an early assessment can help enormously in avoiding time-wasters.