A comparison of the physics concepts explanations of ninth graders and of physics graduates and graduate students found that physics novices were strongly inclined to conceptualize physics concepts as material substances, whereas experts' protocols revealed distinctly nonmaterialistic representations.
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Slotta et al. (1995) studied this question.
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