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One solution that is far from ideal is to block all advertisements with uBlock Origin. Chrome can still inhibit the screensaver, but in this case it seems that whatever is responsible isn't getting through.
Specifically the problem seems to be with GoogleTagServices.com which pulls in this scrip...