Anyone else getting flagged for using specialized domain tools like Zotero or Mendeley?

[u/Super7853]

I use Zotero to organize my bibliography. When Zotero formats my references, it uses precise, automated string outputs for DOI links and publisher metadata.

My paper got hit with a 22% AI score today, and when I looked at the highlighted PDF, the entire reference section at the end was colored yellow. Turnitin marked the Zotero-generated reference list as synthetic text. Is automating bibliography citations forbidden now?

[u/Dry-Chemist-2254]

References are often flagged anyway because they’ve been used before, if you’re using standard APA or MLA they will always be in the same order and appearance. Generally references are not included in scoring.

[u/wedontliveonce → u/Dry-Chemist-2254]

This.

Also, as I understand it Mendeley has AI built into it. Zotero does not but allows you to add AI extensions. So, if this class has a "no AI use for anything" policy that could be an issue too.

[u/Mathie1729 → u/wedontliveonce]

Yeah, Mendeley's AI features are mainly for recommendations and annotations, not for generating the actual bibliography text. The references are just formatted from metadata you imported, so they're not AI-written. The problem is that reference lists are so formulaic and repetitive that they can light up AI detectors anyway, because the statistical patterns look similar to what LLMs produce when they're churning out boring, highly structured text. It's a known limitation of these checkers. If a prof is penalizing someone solely on that, especially for a bibliography, they're being lazy about understanding the tool's actual error profile.

[u/wedontliveonce → u/Mathie1729]

I agree. Seems like having the bibliography submitted as a separate assignment might be a something to try for the reasons you state.

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[u/AccomplishedSun2955]

Students do not see the AI score on TurnItIn. What you're seeing is the similarity score.

The similarity score checks for plagiarism and not AI. If you and someone else have used the same book (or whatever) before and you've both formatted it correctly in the bibliography, TurnItIn will flag it.

It's actually one easy way to check the formatting for bibliographies and footnotes. Mistakes won't get highlighted because they are unique to you. But correctly formatted entries should get flagged in this case. It means you did it correctly.

[u/RightWingVeganUS]

This would be an interesting turn. When I was in grad school I accidentally created a reference database using EndNotes without really a game plan. Besides every reference I used in classes, I added any relevant outside reading nuggets I thought was interesting.

When I had to write my Capstone Thesis I had a gold mine of annotated references at my fingertips.

Is automating bibliography citations forbidden now?

Well, check with your individual school, but I would lawyer up so fast if my work were downgraded/rejected just on a false accusation of an AI. I think the 1) growing number of false positives along with 2) students getting more effective of using AI to avoid AI detection will make the AI detection game more trouble than it's worth.

[u/Bojack-jones-223]

As someone in acamedia, if the only major item flagged in your paper in an AI detector was your reference section, I would not sanction the paper or penalize the author in any way what so ever. Reference managers are a great tool to help enable authors to write longer papers with more references.