Agent skill · Code Review & Quality

psychbull-inclusion-and-coding

Use when defining eligibility criteria and coding studies for a Psychological Bulletin review or meta-analysis — inclusion/exclusion rules, a codebook, double-coding, and inter-rater reliability. Governs how studies enter and are coded; effect-size modeling lives in psychbull-meta-analysis-methods.

brycew6m878★ · +32/wk · 1 repos on radarProfile →
claude-codeMIT
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill psychbull-inclusion-and-coding --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 1
SKILL.md size: 6 KB
Bundled scripts: none
Path: Psychological-Bulletin-Skills/skills/psychbull-inclusion-and-coding/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 909 · +31 this week
Language: Stata
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Inclusion & Coding (psychbull-inclusion-and-coding) The credibility of a synthesis rests on **transparent, pre-specified eligibility** and **reliable coding**. Decisions about which studies are in — and how their features are coded — must be reproducible and made by **at least two trained coders** with documented agreement. This skill governs eligibility and coding; the statistical model lives in `psychbull-meta-analysis-methods`. ## When to trigger - Writing eligibility (inclusion/exclusion) criteria before full-text screening - Building the **codebook** for study features, moderators, and effect-size inputs - Setting up **double-coding** and computing **inter-rater reliability** - A reviewer questions selection or coding decisions ## Eligibility criteria - **Pre-specify** inclusion/exclusion rules (population, design, measures, outcome, time window, language, publication type) in the **protocol**, before screening (see `psychbull-open-science-and-transparency`). - Operationalize each rule so two screeners apply it the same way; pilot on a sample and refine. - Two-stage screening: **title/abstract → full text**, each by two screeners, with a **reconciliation log** and exclusion

What's inside
Steps it walks through
  1. When to trigger
  2. Eligibility criteria
  3. Codebook & double-coding
  4. Inter-rater reliability
  5. Anti-patterns
  6. What referees check on eligibility and coding
  7. Worked vignette — coding the intervention pool
  8. Referee pushback → venue-specific fix
  9. Output format
  10. Supplementary resources
More from Awesome-Journal-Skills
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About this skill
What does the psychbull-inclusion-and-coding skill do?

Use when defining eligibility criteria and coding studies for a Psychological Bulletin review or meta-analysis — inclusion/exclusion rules, a codebook, double-coding, and inter-rater reliability. Governs how studies enter and are coded; effect-size modeling lives in psychbull-meta-analysis-methods.

How do I install it?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill psychbull-inclusion-and-coding --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From brycewang-stanford/Awesome-Journal-Skills, a repository with 909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going