بنقرة واحدة
pre-registration-writing
Write pre-analysis plans: PAP structure, registry, analysis strategy.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
Write pre-analysis plans: PAP structure, registry, analysis strategy.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Scaffold or audit an entire research project repository organized around its source library. Use whenever the user is starting, structuring, organizing, or reviewing a whole project — "set up a research repo", "how should I structure/organize this project", "initialize my sources folder", "new paper or literature-review project", "audit my repo structure", "is my sources folder set up right", "check my project layout". Builds the full tree from the sources spine outward — sources/{og,md,unprocessed}, references.bib, a PDF→Markdown convert script (OpenDataLoader PDF), a process-source intake command, CLAUDE.md/AGENTS.md, .gitignore, .venv — plus the analysis, manuscript, and review folders; or audits an existing repo and reports what is present, partial, or missing. NOT for intaking or converting a single PDF (use process-source) or building a publication replication package (use replication-package).
LLM token logprobs and calibration: per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
LLM council/panel voting: multi-model coders, consensus rules, inter-rater agreement (kappa, alpha), correlated-error diagnostics.
Compare OCR systems before a bulk run: candidate set, stratified ground truth, CER/WER, normalization, per-language and per-stratum accuracy.
Fact-check a manuscript's claims against the cited sources themselves: locate each source's knowledge-base Markdown file and verify the in-text claim is actually supported. Runs a pre-flight gate that refuses unless a per-source Markdown knowledge base exists and is clean (PDFs converted via process-source); then runs citation-check; then audits claim support, overclaiming, direction, scope, and misattribution.
Audit citation existence and fabrication risk, in-text/reference parity, DOIs, claim support, and style.
| name | pre-registration-writing |
| description | Write pre-analysis plans: PAP structure, registry, analysis strategy. |
Standards anchor. This skill operationalizes the pre-data-collection component of DA-RT (Data Access and Research Transparency; see Druckman-Green 2021 ch. 18 §18.1.3 for the canonical political-science framing and the APSA Guide to Professional Ethics). DA-RT obligates researchers to facilitate evaluation of evidence-based claims through data access, production transparency, and analytic transparency; a PAP is how analytic transparency is established before the data arrive. Reporting downstream of the PAP is the domain of the methods-reporting skill (APSA Experimental Section guidelines via Gerber et al. 2014; JARS).
faux or simstudy in R or numpy + pandas in Python. The point is to produce a runnable pipeline, not a polished simulation.Contingencies enumerate data-generating-process (DGP) failure modes -- manipulation failure, attrition, imbalance, under-recruitment -- and bind the response to each before the data are seen. All illustrative thresholds below (15% differential attrition, 0.10 standardized difference, etc.) are placeholders: justify thresholds from the user's own design, prior literature, and decision context.