Remove Header, Footer, Sidebar from single page in Simple theme

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Have a link that opens a pop-up window, and I want to remove the header, footer, and sidebar (everything except the page text) from the page that opens. I'm using the Simple theme, and there is no option to add an HTML section to the page when I'm in theme customization. Can I add code to the page text to remove these? Thanks!