Altium: Access Database Library - Only "Library Ref" Appears In Lib Panel
Well that was easy -- I had right-clicked in the panel a dozen times and somehow still missed it. When you right-click in the panel there is an option to "Select columns":



The window that pops up allows you to select which columns are displayed: