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Paul Mara scored with 33.6 seconds left and Zac Bierk stopped all 14 third-period shots as Tampa Bay won its season-high third straight.
Mara ripped the game-winning slap shot from the top of the left circle through the legs of Tomas Vokoun.
The Predators outshot the Lightning 14-5 in the final period and 30-17 overall.
Right wing Mike Johnson, obtained in a trade with Toronto Feb. 9, had his second straight two-goal game for Tampa Bay.
Bierk was one of seven rookies among the 20 players Tampa Bay had in uniform.
