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Report · Whitepaper

Reference Quality in Pharma Claims Libraries.

A five-check framework for the citations nobody verifies. A vendor-neutral methodology paper for medical affairs, MLR, and content-ops leaders: why the references behind approved claims rot, the five checks that make reference quality auditable, verdict bands and a library-wide rollup, a worked example, and an operating model that checks continuously instead of annually.

00/Executive summary

The claim is modeled with care. The reference is an attachment.

Claims libraries version the claim, workflow the claim, and audit the claim. The citation underneath it is recorded once, at creation, and rarely opened again. Yet the label it points at is a living document that regulators revise hundreds of times a year, and even the peer-reviewed literature misquotes its own sources about one time in six. Reference quality is checkable. Most libraries just never check it.

A pharma claims library is one of the most carefully modeled objects in the content stack. Each claim is typed, categorised, routed through review, versioned, and retired on a schedule. The reference underneath the claim gets none of that. It is attached once, at creation, usually as a document name or a PDF, and from that moment the library simply assumes it: that the right reference is linked, that it points at the right section, that the numbers still match, and that the document is still the current version of the label.

In most libraries, nobody re-verifies any of that. Not because teams are careless, but because there has been no operational moment where re-verification happens. Review looks at the claim. Audit looks at the workflow. The citation is everyone's assumption and no one's job.

Meanwhile the ground moves. A label is a living document: regulators approve hundreds of safety-related labeling changes a year in the US alone, and European guidance expects safety information in the SmPC to be regularly reviewed and updated. And the act of citing is less reliable than it feels: across 46 studies and more than 32,000 checked quotations, about one in six quotations in medical journal articles fails to accurately represent the source it cites. Professional authors, writing for peer review, with their names attached. A claims library assembled under deadline is not exempt from that base rate.

The useful realisation is that every property a citation is trusted for is checkable against a retrievable public document. This paper turns that into a working method: five checks that make reference quality auditable, verdict bands that turn check results into a per-reference call, a library-wide reference-health rollup that turns weak citations into a ranked worklist, a worked example on a fictional brand, and an operating model that checks at claim creation, on label revision events, and on a cadence. It is vendor-neutral throughout; the checks can be run with a label PDF and patience, or implemented as software.

Label changes, per year

400 to 500

Safety-related label changes in a typical year in the US (Journal of Clinical and Aesthetic Dermatology).

Quotations with errors

16.9%

Share of quotations in medical journal articles that misrepresent or fail to support their source (Baethge and Jergas, 2025).

Update window, UK

10 days

Window in which companies should update the emc after a regulator approves a change to a medicine (emc).

Figures are drawn from public, cited sources listed in the full report. They describe the industry, not Juncture results. There are no Juncture customer case studies or quantified client outcomes in this paper, by design.

01/The framework

Read it here, or take the PDF

The full paper is open below to read and to cite. The designed PDF, with a cover and the sources, is one click away.

Take it with you

The designed report, ready for MLR and leadership.

Cover page, sources, and page numbers. The full report is also open to read below, and to cite.

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Leave a work email and we will send the report, plus a Share-of-Answer baseline on your brand.

Work email only, used to send the report and one follow-up. Any brand you share for a baseline is used only to generate your read, never stored as a promotional record.

See it on your library

Run the five checks on one claims library.

Bring one brand, its current label, and the claims library that cites it. We will run the reference-quality checks live, show you the verdict bands and the ranked worklist they produce, and leave the evidence with your reviewers. Findings, never decisions: your people keep the accountable call on every claim.