Eoin Doyle levelled after a miskick from Torquay goalkeeper Michael Poke and Jay O'Shea made sure of the points by scoring a brace in the final 10 minutes.
He seemed unable to cope with the conditions and his 68th-minute miskick out of a pool of standing water in the penalty area allowed Andy Carroll to float a 20-yard shot into the net.
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