My understanding is that there is currently no alert or differentiation of PHP errors on the dashboard when a PHP error is fatal.
It seems that both should be the case:
  • If there are fatal PHP errors, the section on the dashboard should be red.
  • An alert, similar to the site down alerts should be available.