Reading the report, I don't think the CA/GRO had time to broadcast anything. The 208's reply to his traffic advice was over transmitted by the traffic itself responding to the 208 entering the RWY. The 208 pilot acknowledged the traffic at the same time as entering the RWY. The incident had already occurred by the time the 208 pilot finished his transmission.