Remote Web Access to internal PCs not working due to certificte error

I recently installed a new SSL certificate on a Windows Server 2012 machine.

1) If I RDP from the outside world to the server, everything works fine.
2) If I login in remotely via HTTPS it brings me to the Remote Web Access screen correctly.
3) While on the Remote Web Access screen, if I select any computer on the LAN to open a remote connection, I get the following error message:

Your computer can't connect to remote computer because no certificate was configured to use at the remote desktop gateway server. Contact your network administrator for assistance.

Note that I have the non-R2 version of 2012.

How do I configure the Remote Desktop Gateway Service to recognize the new certificate?
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You can go to the Remote Desktop Services section of Server Manager and under the Deployment Overview section pull the menu down that says tasks and choose to edit deployment.  From in there you can specify which certificate is used for your gateway server.

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Windows Server 2012

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