The Opportunities and Diagnostics sections don't contribute to your Performance score. Your overall Performance score is a weighted average of the Performance metrics [1]. The Opportunities and Diagnostics sections are just potential ideas on changes that may help you. It's up to you to decide what's best for your site.
Also you're not just gaining for the second page, you're gaining for all pages visited on the site going forward.