Yes, chapters don't work in articles. Do you absolutely need to have a custom geometry? Your given dimensions are pretty close to A6 paper size. You could try using the "a6paper" geometry and see if it fits your needs. That way, you could use the "book" documentclass and keep the chapters.
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