The author of the article suggests that the brain has "modules" like a "sketch pad" or a "phonological module" for words and sounds.
I don't know about how other people use visual thinking in math, but I find that I often do. For example, matrix multiplication I visualize as an action. (I should redo this to slow it down). When I try to figure out the framework for a problem I draw pictures. Equations are partly sentences and partly blocks like pictures.
FWIW, I generally read by "see and say" because I'm already trained to spot the blocks in English words. Sometimes I scan too quickly, and hilarity usually ensues. But I learned phonetically. And when I hit non-English words, I work phonetically. If I have time. Train stops in Germany were a nuisance. The name was often half a block long, and I couldn't read it fast enough--so I read the first and last chunks of the name and hoped that was unique. Problem is, the last chunk was usually "strasse."
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I was discussing reading with a friend recently. She thought I must read phonetically, because I can detect misspellings easily. But I actually read by word shape—if the word is the wrong shape, I go back and look more carefully and see that it's misspelled.
I have a very hard time with visual thinking*—instead, I seem to think in tactile terms. I "visualize" a physical field in terms of touch, for example—parts of it feel denser or otherwise different to the touch.
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*Which is kind of strange in light of the fact that I seem to see words. Or maybe not; maybe "words" and "objects" are completely different neural systems.
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