Colby Armstrong scored the lone goal for Pittsburgh, which has lost its last two after running up five consecutive wins.
"We have to show more discipline," said Pittsburgh head coach Michel Therrien. "This is playoff hockey this time of year."
Ryan Smith assisted on Blake's goal that put the Islanders up 2-1 in the second period.
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