Burnett will undergo tests today in Pittsburgh, General Manager Neal Huntington told MLB.com.
Burnett, 35, had to leave a bunt-batting tournament in spring training when he undercut the ball off a pitching machine, causing it to ricochet off his face, the website said.
He was acquired by the Pirates from the New York Yankees on Feb. 18.
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