Yes.  You will still need to click allow on the 'Camera and Microphone Access' request that pops up after you click the white start button to begin the conference. This allows your microphone can be activated.

Once activated you can turn the camera off by clicking the Video Settings button on the bottom left.

 

Watch the Help Video:

Adjusting video and audio settings.