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After studying a lot of science, then some epistemology, I can say that science doesn't claim to be empirism, it's the other way around. A lot of philosophers tend to compare science to other philosophical movements, but it should not be. Science is what happens when you blindly choose to follow the path of empirism. It doesn't justify this choice, it just notices all the working predictions it can make. The general population tend to rely on science because of its past success, not because of its philosophical validity. You can discuss and compare empirism to, say, constructivism, but it won't affect science itself because it's mostly disconnected from this debate.