It happened before 9 p.m. Saturday in the 8800 block of Ridge Avenue.
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Action News is told 16 people were standing on the deck behind an apartment in the Anthony Lane complex when it gave way.
One of the injured was an off-duty police officer.
At least two were said to be in their 50s.
The extent of injuries was not immediately clear, though none were believed to be life-threatening.
Inspectors were on the scene working to determine what caused the deck to collapse.
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