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Judge Dredfad, (noun) - A fashion that is taken up with great enthusiasm for a brief period of time; a craze.
Early 20th century baseball card collectors probably looked at Colgans Chips, Domino Discs and a few other "round" cards as "fads" because they were produced for a brief period of time and the mainstay of cards seemed to be square or rectangular.