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Use when revising an Annual Review of Sociology (ARSoc) review for the ARSoc voice — authoritative, accessible to sociologists outside the subfield, signposted, with a strong opening and a forward-looking research-agenda close, and a survey-style abstract. Polishes prose and structure; it does not design the framework (arsoc-organizing-framework) or audit balance (arsoc-comprehensiveness-and-balance).
Passed 21 of 22 test cases with the skill, and 10 of 22 without it.
and 14 more in the full report
11 fixed10 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
Assess our cultural sociology review introduction and conclusion. We state the headline state of knowledge in paragraph 3, avoid study-by-study listing, and outline 3 future agenda items. Return the assessment in the standard bracketed Y/N scorecard format ending with the next step line.
| Checked | Without skill | With skill |
|---|---|---|
| The response includes the bracketed tag 【Bottom line early】. | Missed | Passed |
| The response contains arsoc-transparency-and-reproducibility in the next step pointer. | Missed | Passed |
The instructions your model reads when the skill loads.
An ARSoc review is read by sociologists outside the subfield — smart, but not specialists here. The voice is a trusted, fair expert teaching the area to a colleague from another part of the discipline. Four qualities define it:
An ARSoc introduction differs from a research-paper intro:
frame the subfield (what it studies, why it matters to sociologists broadly) → why a synthesis is needed now (new evidence / method turn / public-policy salience) → the organizing question and the spine (the map the reader will be given) → what the review concludes and where the field should go (the payoff, stated up front) → roadmap (brief).
State the bottom line early. A review that withholds its conclusions to the end wastes the cross-subfield reader's time and reads as indecisive.
ARSoc prizes the future-agenda ending more than most outlets: the empty/thin cells of the framework become a concrete research agenda — what we do not yet know, what evidence or data would resolve it, which methods or theoretical moves are ripe. An ARSoc review that ends with "more research is needed" has wasted its most valuable section; name the specific open questions instead.
A review abstract describes what the review does for the reader — the subfield, why a synthesis now, the organizing idea, the headline state-of-knowledge takeaway, and the forward agenda — not a single empirical finding. Avoid "we estimate / we find a coefficient of…"; that is a primary-paper abstract. Confirm length/format limits on the Annual Reviews author pages (检索于 2026-06;以官网为准).
Annual Reviews uses its own format, including a name/numbered reference style distinct from ASA author-date (检索于 2026-06;以官网为准); the production editor applies house style at acceptance, so the delivered draft need not pre-conform, but the reference data must be complete and accurate. Keep prose crisp: length is a privilege, and every section must earn its pages by advancing the argument about the subfield. Mind that sociology is attentive to language about race, gender, and groups — write with current, precise terminology.
test cases passed, vs 10 / 22 without
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