"The Meriam-Webster defines training as: “the skill, knowledge, or experience acquired by one that trains.” In combination with the word “brain” it becomes a redundant and awkward term, similar to brain-based learning, which also makes no sense as all learning is brain-based. The same holds true for brain-training. Nobody would, for instance, use the compound leg-based running."
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Brain Training - The "Controversy" | SciTech Connect