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The Tigers led 3-0 after the top of the first, but the Golden Bears responded with two runs in the bottom of the frame.
In the third, Hagerstown added a run before the Golden Bears (4-1) took the lead for good with four runs as they snapped the Tigers four-game winning streak.
Mason Hicks led the Tigers with two hits and two RBI. Owen Golliher also knocked in a pair of runs.
Hagerstown starter Brett Burns took the loss.
The Tigers (4-2) visit Muncie Central on Monday.