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IANAL but I don't think the work is legally a derivative any more than a JPEG of the Mona Lisa is. In US law those are the same for copyright. MS Word vs PDF shouldn't matter so neither should this.
The ruling's section on transformativeness explains the distinction. Note that "derivative works" under US copyright law works differently from how it gets defined in typical open source licenses.

My understanding is that, for the purposes of determining fair use, a derivative work is substantially the same thing but in a different format. Transformative work must involve significant additional creative contribution "Changing the medium of a work is a derivative use rather than a transformative one." They cite previous case law that holds repackaging a print book as an e-book as a "paradigmatic example of a derivative work." The law also offers some paradigmatic examples of transformative work, such as criticism, commentary and scholarship.

Based on all of that, I would guess that, for the purposes of copyright law, a JPEG of a painting is absolutely a derivative work and not a transformative one.

Just to be clear: works that are transformative are a subset of derivative works. They're all derivative works.
The only way an ebook of a novel is not derivative in the same way a JPEG is not derivative of the Mona Lisa is if we are talking about the author's original handwritten version that just came up for auction

on edit: actually I also think that a JPEG of the Mona Lisa is derivative, but just noting that the value we ascribe to the Mona Lisa is something like the concept of Mana for art https://medium.com/luminasticity/art-as-a-tool-for-storing-m...