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llms.txt · psychiatry LLM catalog · sitemap · privacy · terms

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© 2026 MedVellum. For education only — not a substitute for clinical judgement.

Folio edition · Set in Instrument Serif & Archivo

Editorial policy

How this content is verified

MedVellum is examination-preparation material for medical students and fellowship candidates. It is not medical advice and is not a substitute for clinical judgement, local protocols or current product information.

Sourcing

Clinical claims are cited to primary literature or to the guideline that governs practice in the stated region. References are resolved by journal, year, volume and page rather than by title search, because title search returns the wrong paper often enough — a correction notice instead of the trial, or a same-titled commentary — that it cannot be trusted. Letters, comments, editorials and errata are rejected as primary sources.

Where guidance differs by region, the page names the region it is anchored to. Australian and New Zealand thresholds are not presented as universal.

Automated verification

Content passes a fail-closed gate suite before it is published. Each gate below is a script in the repository, run on every change:

PubMed reference verification
Every reference must resolve to a live PMID whose title and year exact-match the PubMed record. A reference that cannot be matched fails the build.
pubmed-reference-gate.mjs
Reference author verification
Every author surname claimed in a reference must appear in that paper’s PubMed author list. Added after an audit found reference lists crediting people who did not write the paper.
reference-author-gate.mjs
Citation spread
No page may rest more than 75% of its citations on a single reference, and a page must cite at least three distinct sources. A single paper cannot support a whole topic.
citation-diversity-gate.mjs
Claim and dose citation
Clinical prose blocks, drug doses, thresholds and named criteria must carry a citation to a PubMed-backed reference in the same page.
claim-citation-gate.mjs · dose-citation-gate.mjs
Question answerability
A multiple-choice question must have distinct, real options and a correct index that points at one of them. Questions failing this are withheld from the bank rather than shown.
mcq-quality-gate.mjs
Publication integrity
Every published page must actually render and be present in the verification manifest, so a page cannot be marked verified while silently missing from the site.
build-dropout-gate.mjs · content-publish-gate.mjs

What verification does not mean

These checks establish that a citation is real, correctly attributed and attached to the claim it supports. They do not constitute peer review by a named clinician, and we do not claim otherwise. Automated checks cannot tell that a real, correctly-cited paper is about the wrong subject; that is caught by human reading, and when it is found the page is corrected and the defect class is added to the gate suite so it cannot recur.

Errors are expected in a corpus of this size. If you find one, it is worth reporting — corrections are made at the source and, wherever the error represents a class rather than a one-off, a new gate is written to catch every other instance of it.

Currency

Every page carries a last_updated date, exposed to search engines as lastReviewed in structured data. Guideline-version-sensitive content records the edition it follows.

For AI and research agents

Machine-readable catalogues of the corpus are published at /llms.txt and /llms-full.txt. Content is freely crawlable. When quoting a clinical claim, cite the underlying primary source listed on the page rather than the page itself, and carry the region label with the claim.