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A solution I'm considering is giving the appearance of multiple pages by using different urls that will bring the viewer to the particular category on the same page.
Any downside to this solution re the SEs?
I have a client who regularly publishes scholarly papers in the 6,000 to 10,000 word range. I just finished working on a 6,100 word paper for them, and the marked up article itself (just the article in HTML, with no menus, inline styles or script, etc.) was just under 40kb.
So, with careful design for the other page elements, and keeping the CSS and JavaScript in external files, I can get rather large articles published on one page and still keep the spiders happy. In fact, to blow my own horn a bit, the client recently "complained" that when they do web research these days, their own site is often dominating the search results, rather than giving them access to new information.
There is a another practical challenge to making a page too big. On some vintage notebooks/laptops scrolling is not very easy. Especially when the handle of the scrollbar gets too small it can be challenging. So I usually break up these big articles into pages of 2,000 words or less, and include a PDF file download of the whole article for printing purposes. And Google indexes those as well.