I've gone through the phase of distrusting individual papers and relying on reviews.

Only to again realize that reviews are also often vehicles of bias perpetuated by the authors where they subtly amp up papers by themselves and their "clique" of researchers.

Only solution really is to just read as much as possible, be as critical as possible and never trust authors to interpret their results with full honesty.