技能创建器
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创建、改进和评估自定义技能,把专业流程转化为可重复使用的 AI 能力。
wp-transparency-and-data-policy【数据与研究】Use when preparing replication / transparency materials for a World Politics manuscript. World Politics requires authors who rely on quantitative data to deposit replication materials in the World Politics Dataverse after acceptance and before publication, with an explanatory file that lets others replicate the exact numerical results; embargoes up t…
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World Politics has a Dataverse archive, and authors who rely on quantitative data must deposit their materials there after a piece is accepted but prior to publication. The deposited file must let others replicate the exact numerical results. Build the package as you go so acceptance does not stall.
wp-review-process).renv.lock / requirements.txt / recorded installs)The deposit is checked against the published numbers, so the failures here are about reproducibility and provenance rather than design.
| Objection at deposit/replication | The fix this skill drives |
|---|---|
| "Code doesn't reproduce the published table" | One master script that regenerates every exhibit; match numbers exactly |
| "Stochastic step won't replicate" | Set and report seeds for bootstrap, randomization, sampling |
| "Provenance unclear" | README documenting sources, construction, recodes, and replication steps |
| "Proprietary data can't be shared" | Request an editorial-committee-approved embargo (up to two years) before publication |
| "Qualitative claims unauditable" | Evidence tables / active citation; access-controlled repository where sensitivity requires |
A hypothetical accepted paper on trade agreements and democratic backsliding stages its package:
Master script: make.R → regenerates Tables 1–4 + Figures 1–3 from /raw and /derived
Seeds: set.seed(20260601) before the bootstrap in model 3
Versions: renv.lock pins R 4.x + 18 packages
Provenance: README maps V-Dem v14 + DESTA to each constructed variable
Embargo: one proprietary firm-survey extract → 2-year embargo, committee approval requested
Check: a clean-machine run reproduces every published number before deposit
The clean-machine run is the gate; "works on my machine" is not deposit-ready. (The Dataverse, embargo, and timing rules are policy that can change — confirm against the current data-policy page.)
【Repository】World Politics Dataverse — package staged? [Y/N]
【Reproduces exact results?】master script verified locally? [Y/N]
【Documentation】README + provenance + seeds + pinned versions? [Y/N]
【Data-availability statement】drafted for the article? [Y/N]
【Embargo?】needed? justified for editorial-committee approval?
【Qualitative transparency】evidence/sources documented? [Y/N/NA]
【Next】wp-review-process
../../resources/external_tools.md — reproducibility tooling and qualitative-transparency options (QDR, ATI)../../resources/official-source-map.md — World Politics Dataverse policy and embargo terms