Barton had singled and Frank Thomas walked before Brown stroked a hit to left-center field. Brown finished with three hits as the Athletics won their second straight game.
Rajai Davis drove in Oakland's other run.
Baltimore, which has lost three straight, got its only run on a hit by Ramon Hernandez.
The Orioles stranded a runner at third in the eighth and the A's did the same in the ninth.
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