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Senior Sergeant Anthony Bond, of Dunedin, said a 54-year-old man was dropped off at Dunedin Hospital by unknown people in a vehicle who fled the site shortly after.
Medical assistance was provided to the man but he did not survive.
Investigations were ongoing to determine his movements leading up to him appearing in hospital, Snr Sgt Bond said.