The philosopher Carl G. Hempel, in his 1965 essay “Studies in the Logic of Confirmation,” brought to light a central paradox in the scientific method as it is commonly understood.
This is called Hempel’s Ravens Paradox, and it deals with inductive reasoning, which is the first step in any scientific method: Observing and forming a hypothesis.
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