Hi David,
I don’t think that you have placed shortcode in that page. If you have done so, you may need to check these 2 settings.
1. Make sure the template used by Blog page is default template (or similar ones). You can find this from page edit panel left side.
2. From Settings > Reading > Front page displays > Post Page, Select empty option if it is using blog page.
Hope this make sense.
Thanks