The Scottish Football Association confirmed the QPR player had withdrawn through injury on their official Twitter account.
Phillips, who has two caps, was recalled to the squad after missing the finale to Scotland's World Cup qualifying campaign following a broken arm.
McCormack has scored six goals in two games for Leeds and was initially omitted as Strachan sought to have a look at the likes of Phillips.
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- James Forrest