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Officers responded to reports of an assault at Leckhampton Ct about 11.30am, a police spokeswoman said.
The victim and the alleged attacker appeared to know each other, she said.
St John communications adviser Gerard Campbell said one patient was taken to Dunedin Hospital in serious condition.
Police were still making inquires into the incident.
It is not known if any arrests have been made.