After searching more threads - this one actually helped -
www.jms2win.com/en/forum/23-general-ques...87-site-upgrade#4087
Since the old configuration.php file you have upon installing JMS is saved and restored upon uninstalling the patches, you need to ensure your configuration.php contains current information.
In my case, the configuration file had the incorrect information from over 3 months ago when I initially installed JMS.
Little details like this would be very helpful to include on JMS documentation since this is an issue that is quite common.