It will be because the cover aka first page was not read from the pdf. This can happen if the PDF was damaged or encrypted or you had reading of metadata from file contents turned off when adding it. You can right click on PDF on the book details panel and choose "Set the book cover from the PDF" to try to generate it again.
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