It happened about 1:30 near 111th and Marshfield in Morgan Park.
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"Train #113, scheduled to arrive Joliet at 2:00 PM, may be operating with an extensive delay due to a vehicle struck by train," Metra said
Chicago police say the two people's injuries are serious but not life threatening. They were transported to Christ Hospital.
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The cause of the crash is being investigated.