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For centuries people who studied nature were called natural philosophers. in the middle 19th century the word scientist was invented for such people suggest why the name change when it did.
What is as the practice of investigation of the world came more systematic, concerned with emperifical evidence and based in experiment and observation, the title natural philosopher no longer seemed adequite.