They will only see the "meeting" icon against the channel where the meeting is taking place within.
If want to initiate an immediate meeting with a group of people, where they all get notified and asked to join, then a good option is to use a group chat - go to the chat icon, start a new chat, add your people and click the video or call icon (top right). All participants will be asked to join the call.