This is a real stretch, but I wondered whether the reader might be "helpfully" treating any line that doesn't end with punctuation as a heading, with headings styled as bold text. There appear to be several lines like that in the doc, some being actual headers, others being image markers, and something that looks like a table.
Tough to know but it certainly seems like the easiest fix would be to convert it to something other than a plain text file.
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