If you where in a big hall with the middle person infected, nobody moving and assume that the person who is uninfected will get the disease with 100 percent certainty if they stand next to an infected person, then the new infections will behave linear since the circumference of the circle increases linear with the radius. So exponential behavior is probably based on some kind of additional assumption.

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