Default [Q] Airplane mode and cell phone radio

I don't think this has been truly clearly answered, but does putting your Android phone into Airplane Mode really turn off cellular transmission, or will your phone still connect to cell towers and have location tracked? Are all calls (inbound or outbound) and cellular-based alerts really blocked? Or is this really meant to be a secret?