This theoretical analysis addresses some issues related to knowledge about science in science education, in general, and in physics education, in particular. We point out the existence of a “consensus view” about Nature of Science (NOS) in science education research literature. Then we argue that: 1) despite its relevance to science teaching, the “consensus view” hides some important divergences that should not be overlooked. In particular, we challenge the idea of the existence of a consensus, showing that there are different routes, terminologies, starting points and conclusions when we analyse literature elaborating this “consensus”; 2) there are some problematic statements in the “consensus view”; and 3) taken (1) and (2) into account, we suggest a more open, pluralistic and heterogeneous approach to deal with the knowledge about science in school science curriculum.