Quotes are verified server-side
No language model tells us where a quote sits. Character positions are looked up in the extracted manuscript text. A quote that does not occur there is shown in the report as unverified.
VetCaseAudit is a research project. Veterinary manuscripts are checked against reporting checklists. Every finding is tied to a quote from the submitted text. Quotes that cannot be located in the text are shown as unverified. They are not treated as found.

In four steps
Why the findings hold up
No language model tells us where a quote sits. Character positions are looked up in the extracted manuscript text. A quote that does not occur there is shown in the report as unverified.
If one chunk of the analysis fails, the whole analysis fails. No item is scored as “missing” in the background. That would push the score down without anyone noticing.
Every analysis stays pinned to the version it ran against. A later update to the checklist does not change a report that already exists.


The checklists
Cohort, case-control and cross-sectional studies.
Developed for VetCaseAudit.
Built around the “5 Fingers” framework. Item text is our own.
Organised into the “Essential 10” and the “Recommended Set”.
Where your manuscripts are processed
Running an analysis sends the manuscript text to a language-model provider. At present that is only the academic infrastructure of the GWDG in Göttingen, Germany. Anyone using the application stores their own access key. The usage relationship with the provider is between the organisation that uses the tool and GWDG.
Limits
If you already have an account, you can sign in to the application. How the screening works is described under Method.