Am I entitled to Medicare after I have applied for a Partner visa in Australia?

Happily yes you are. All you need to do is take your letter of acknowledgement that you have lodged the visa application from the Department of Home Affairs to your nearest Medicare Office, and they should issue you with a Medicare card.