A man in his 30s was rushed to hospital after the incident involving a Peugeot moped just before 5pm outside the Winston Hotel, Archers Road, Southampton yesterday.
Officers were called to the scene with police now calling for witnesses to come forward
Police are also keen to hear from anyone who has dash cam footage of the incident.
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Anyone with information can call 101, quoting 44200216223.