How to launch shell script with double click in CentOS 7

I need to be able to execute an executable shell script (sh) with a double click. I set the executable flag on the permissions for the file, and yet when I double click on it, it opens in a text editor. I do not have any options in my UI under the files properties menu to use a custom command or anything. It only lists various applications which are installed. I just want it to execute, nothing more. How can I accomplish this?