Yes.
The Lock/Unlock Meeting icon's purpose is to 'Lock' the meeting much like you would lock a conference room door.
While the meeting is locked no additional Guests will be able to join the meeting.
Simply click on this icon to lock or unlock the meeting or see this article for more details.