Adding to @k_b’s suggestions:
In Layout Options > Page Setup > Page Template, you can assign the Default Full Score Page Template Set to your Part layout.
Also, you can use the Library Manager: import another of your projects as a reference, select Layout Options (left column), choose the Full Score in the right-hand document and your new Part in the left-hand document, and then import the options.