Resolved! Reference Field Showing Sys_ID Instead Of DisplayName
Guys, I already tried using setValue and setDisplay, both are not working correctly, It seems to be any bit detail I am not finding. It worked in other fields but not for category field. g_form.setValue('category', '7ab5be77dbacef406760000c8a961980')...

