Tuchel cleared up why he made the decision when speaking in his post-match press conference.
The German denied Loftus-Cheek suffered an injury, stating instead that the substitution was because of his "bad history" with penalties.
Barkley scored his spot-kick but the Blues eventually lost 6-5 at Wembley.
Chelsea have now become the first-team ever to lose three consecutive finals.
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