I am using Windows, and I have two monitors.
Some applications will always start on my primary monitor, no matter where they were when I closed them.
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Right click the shortcut and select properties. Make sure you are on the "Shortcut" Tab. Select the RUN drop down box and change it to Maximized.
This may assist in launching the program in full screen on the primary monitor.