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I think you might need to define your terms more specifically/clearly to be able to get an answer to this. There's always the layman vs scientists definition of true. Like I think most people would say we know gravity exists, but in actuality we don't really know what gravity is, but we can measure how objects behave and make useful predictions about our world and universe because of that, with it lining up with othe…
I am going to get downvoted into oblivion again for asking this follow up question but that’s what I live for. What is the line between Physics, a scientific endeavor, and Metaphysics, a philosophical one? Please set my transparency as high as you can. I totally deserve it. Let me fade into oblivion.
If you're interested in these issues, you might enjoy Chalmers' What is this Thing Called Science?, an introduction to the philosophy of science that addresses issues like these. Or a primary source like Feyerabend's Against Method, quite a fun read, though maybe not one that many philosophers of science today would give their full-throated endorsement of.