For a thorough consideration of what the thesis of the unity of science amounts to, see Frost-Arnold, Gregory, "The Large-Scale Structure of Logical Empiricism: Unity of Science and the Rejection of Metaphysics" at [1]
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See, e.g., : "Vienna Circle" in Stanford Encyclopedia of Philosophy.