Why are some issues considered critical on some pages and are not considered critical on some other pages?

That’s because of the impact of the issue. For example, you might find ‘Properly sized images’ marked as critical in some pages where it is impacting the page load significantly. On the other hand if it doesn’t slow down the loading of the page significantly, it will be treated as a non-critical issue for that particular page.