When the Citation Looks Perfect: A Source-Check Routine for AI-Assisted Dissertations

AI tools are very good at producing the look of scholarship. A reference can have the right shape: author, year, title, journal, volume, pages, DOI. It can sit in your draft like it belongs there. The problem is that shape is not the same as substance. A DOI may resolve to a different paper, or to nothing at all. An author may be real while the article is not. A journal may exist while the volume and page numbers are invented. If you are using AI to brainstorm sources, find keywords, or draft a literature map, you need a citation audit that is boring, repeatable and fast. Here is one.

Start with a suspicion list, not a panic

You do not need to distrust every reference. You need a triage system. Treat AI-suggested citations as leads, not evidence. That means every reference that arrived via a chatbot, a writing assistant or an AI-powered search tool gets checked before it enters your final bibliography.

Some citations deserve a closer look straight away:

• The DOI looks oddly formatted, or resolves to a publisher page with a different title.
• The journal name sounds plausible but you cannot find it in your library catalogue or on Scopus, Web of Science or JSTOR.
• The page numbers are suspiciously round, or the volume and issue do not match the year.
• The author is real but has never written on that topic.
• The reference is perfect for your argument in a way that feels almost too convenient.
• The same source appears with slightly different details in two different AI outputs.

None of these prove fabrication. They simply mean the citation has not earned its place yet.

The two-minute DOI check

A DOI is useful because it is supposed to be a permanent identifier. It is not a guarantee of quality, and it is certainly not a guarantee that the citation is accurate. Start at doi.org and paste the DOI exactly as drafted. If it does not resolve, do not assume temporary technical trouble. Search for the article title in quotation marks and see what comes back.

If it does resolve, read the landing page properly. Check the author names, article title, journal title, year, volume, issue and page numbers against your draft. A real DOI attached to the wrong metadata is one of the most common AI citation problems. The link works, so it feels verified, but the details around it are scrambled.

Next, check Crossref or the publisher's page for the same record. You are looking for a stable match across at least two independent places. Your university library search can be a third. If the article exists but your draft has the wrong year or pages, correct it. If you cannot find the article at all, delete it from the draft and remove any claim that depended on it.

Match the claim, not just the citation

A citation can be real and still be misused. This is the part students skip when they are tired. Open the actual article, not just the abstract. Find the sentence or section that supports the claim you have made. If you cannot find it, you have three options: soften the claim, find a source that genuinely supports it, or cut the claim.

Be especially careful with AI-generated summaries. A tool may describe a paper accurately in general terms while missing the nuance that matters to your argument. It may also blend two sources into one confident sentence. Your job is to trace the idea back to a specific page or paragraph. If the source is a book, use the index and chapter headings. If it is a report, check the executive summary and the relevant section. If it is a web page, note the access date and keep a copy of the relevant passage in your notes.

A useful test is to write the claim in your own words, then write one line explaining how the source supports it. If you cannot do both without vague filler, the citation is not doing its job.

Keep an audit trail without turning it into a second dissertation

You do not need to document every click. You do need a simple record you can return to if your supervisor asks how you verified a source. A spreadsheet or a table in your notes is enough:

• Citation as drafted
• Where it came from, including the AI tool and prompt if relevant
• What you checked: DOI, publisher page, library catalogue, Crossref
• What matched and what did not
• Action taken: kept, corrected, replaced or removed
• Date checked

This is also useful for your own sanity. When you are editing at 11pm, you will not remember which references were verified and which were still provisional. A short audit table stops you from treating a maybe as a yes.

Check your institution's academic integrity policy on AI use as well. Some universities ask you to declare how you used AI tools; others have specific rules for drafting and editing. Verification is not a loophole around those rules. It is part of doing the work honestly.

Protect your own academic voice

There is a quieter risk in all this. If you let AI suggest sources and then let it smooth your prose around them, your dissertation can start to sound like a generic literature review with your name on it. Checking citations is also a chance to reclaim the thinking.

Read enough of each source to form your own view. Make notes in your own words. Use AI to help you find search terms, organise themes or spot gaps, but do not let it decide what the evidence means. Your argument should be built from sources you have actually read, not from a pile of convincing-looking references.

A final pre-submission sweep

Before you upload, do one last reference audit. Check every DOI in the final list. Spot-check at least a fifth of the sources against the original text, and check every source you cite in the introduction and conclusion, because those are the claims examiners read most closely. Look for duplicate references with different details, missing access dates and quotations without page numbers.

Then check the obvious thing: does each in-text citation match an entry in the reference list, and does each entry match a citation in the text? It sounds basic. It catches more problems than it should.

AI can save you time on discovery and drafting. It cannot take responsibility for your bibliography. That part is still yours, and a calm, repeatable source-check routine is the best way to keep it credible.