The philosophy of science has witnessed continuous controversy since the mid-twentieth century regarding the justification of science's privileged position, and which has also reverberated in the philosophy of science education. This contribution brings to the discussion the viewpoint of Hans-Georg Gadamer's philosophical hermeneutics. I suggest that by relating to the idea of the fallibility of knowledge, Gadamerian philosophy provides a compromise between the extreme positions in the aforementioned debate. Gadamerian hermeneutics also has implications for science education: from the Gadamerian perspective, science education should (1) induce experiences of negation that familiarize learners with their own pre-understanding and (2) introduce learners to the fallibility of knowledge. Finally, I argue that both instances (1) and (2) aim to cultivate non-dogmatism in learners. (Contains 6 notes.)