Agent skill

Arpsych Comprehensiveness And Balance

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs, paradigms, and rival theories — weighs evidence by…

MITAuto-check passedDatabases

Install Arpsych Comprehensiveness And Balance

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arpsych-comprehensiveness-and-balance -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills arpsych-comprehensiveness-and-balance --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Annual-Review-of-Psychology-Skills/skills/arpsych-comprehensiveness-and-balance .claude/skills/arpsych-comprehensiveness-and-balance && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
arpsych-comprehensiveness-and-balance
GitHub stars
1.2k
Token cost
~1.1k tokens
SKILL.md length
483 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs, paradigms, and rival theories — weighs evidence by…

  • Works in 4 steps: Coverage balance (across labs and… → Credibility weighting (not vote-counting) → Theory balance → …
  • Checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs
  • SKILL.md covers When to trigger, Why balance is editorial…, Checklist and Anti-patterns, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Arpsych Comprehensiveness And Balance is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs, paradigms, and rival theories — weighs evidence by credibility, and avoids self-promotion. Audits coverage and fairness; it does not build the search (arpsych-literature-synthesis) or design the spine (arpsych-organizing-framework).

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs
  • Rival theories — weighs evidence by credibility
  • Avoids self-promotion

Example prompts

  • “/arpsych-comprehensiveness-and-balance”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Coverage balance (across labs and paradigms)
  2. Credibility weighting (not vote-counting)
  3. Theory balance
  4. Self-promotion audit

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Arpsych Comprehensiveness And Balance loads about 1.1k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 483 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~98
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 483 words, ~1,139 tokens.

Download SKILL.mdSave it as .claude/skills/arpsych-comprehensiveness-and-balance/SKILL.md (or your agent's skills folder).
name
arpsych-comprehensiveness-and-balance
description
Use when checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs, paradigms, and rival theories — weighs evidence by credibility, and avoids self-promotion. Audits coverage and fairness; it does not build the search (arpsych-literature-synthesis) or design the spine (arpsych-organizing-framework).

Comprehensiveness & Balance (arpsych-comprehensiveness-and-balance)

When to trigger

  • The framework is set but coverage may be lopsided toward one camp or method
  • The author's own work is cited far more than its share of the field
  • Contested effects are presented as settled (or vice versa) without weighing evidence
  • A rival theory or a contradicting literature is under-represented or dismissed in a line

Why balance is editorial currency at ARPsych

ARPsych authors are chosen partly for the standing to be even-handed, and the Committee assesses delivered reviews for accuracy, rigor, and balance (检索于 2026-06;以官网为准). A review of record cannot read as advocacy for the author's lab or favored theory. The job here is to audit the draft against four failure modes specific to high-stakes psychology reviews.

1. Coverage balance (across labs and paradigms)

Use the evidence matrix's lab/camp and paradigm columns. If three groups or one method dominate the citations, ask whether that reflects the field or the author's reading. Actively seek the work you find least congenial — the strongest version of the opposing view, not a strawman.

2. Credibility weighting (not vote-counting)

Do not tally "12 studies found X, 4 found not-X." Weigh by design strength, sample, and replication status. A single large, preregistered, multi-site study can outweigh a dozen small underpowered ones. Post-replication-crisis, ARPsych readers expect you to flag effects that failed to replicate rather than reviewing them as established (检索于 2026-06;以官网为准).

SignalUp-weightDown-weight
Replicationdirect + conceptual replicationssingle-lab, never replicated
Power/samplelarge, well-powered, diversesmall, WEIRD-only, p≈.05
Designpreregistered, controlled, longitudinalpost-hoc, cross-sectional, flexible analysis
Effect realismmeta-analytic, corrected for biasuncorrected, funnel-asymmetric
3. Theory balance

Present rival accounts at their strongest, then adjudicate on evidence — do not settle a live debate by authorial fiat. If the field is genuinely unresolved, say so; an honest "we don't yet know" is more authoritative than a forced verdict.

Show full SKILL.md (176 more words)Show less
4. Self-promotion audit

Count citations to the author team versus comparable groups. The author's work belongs in the review in proportion to its place in the field, not as the center of gravity. Reviewers and the Committee notice citation self-concentration.

Checklist

  • Citation distribution checked: no single lab/camp dominates beyond its field share
  • Strongest version of each rival view is represented (no strawmen)
  • Evidence weighed by design/power/replication, not vote-counted
  • Non-replicating or bias-prone effects flagged, not reviewed as settled
  • WEIRD/sample-diversity limits of the literature acknowledged
  • Live debates left open where the evidence is genuinely unresolved
  • Self-citation is proportional to the author's actual place in the field
  • Every framework cell is covered to a comparable depth

Anti-patterns

  • Advocacy review: marshaling the literature to support the author's theory
  • Vote-counting effects instead of weighing by credibility
  • Reviewing failed-to-replicate effects as if they were robust
  • Strawmanning the rival account, then "refuting" it
  • Disproportionate self-citation (the most-noticed ARPsych balance failure)
  • Forcing a verdict on a debate the field has not settled
  • Deep coverage of the author's favorite cell, thin coverage elsewhere

Output format

text
【Coverage balance】lab/paradigm concentration audited? dominant group share OK? Y/N
【Credibility weighting】weighed by design/power/replication (not vote-counted)? Y/N
【Replication hygiene】non-replicating effects flagged? Y/N
【Theory balance】rivals at strongest; debates left open where unresolved? Y/N
【Self-promotion】self-citation proportional to field place? Y/N
【Cell depth】all framework cells covered comparably? Y/N
【Next step】→ arpsych-tables-figures (summarize the balanced evidence)

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in Annual-Review-of-Psychology-Skills/skills/arpsych-comprehensiveness-and-balance of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

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Categories

Questions about Arpsych Comprehensiveness And Balance

What does Arpsych Comprehensiveness And Balance do?

A skill your agent uses when checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs, paradigms, and rival theories — weighs evidence by…. Arpsych Comprehensiveness And Balance is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs, paradigms, and rival theories — weighs evidence by credibility, and avoids self-promotion.

When should I use Arpsych Comprehensiveness And Balance?

Arpsych Comprehensiveness And Balance fits situations like: checking that an Annual Review of Psychology (ARPsych) review covers the literature even-handedly — across labs; rival theories — weighs evidence by credibility; avoids self-promotion.

How do I install Arpsych Comprehensiveness And Balance in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arpsych-comprehensiveness-and-balance -a claude-code`. Or copy the skill folder (Annual-Review-of-Psychology-Skills/skills/arpsych-comprehensiveness-and-balance in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/arpsych-comprehensiveness-and-balance in your project. Claude Code loads it when a task matches its description.

How do I install Arpsych Comprehensiveness And Balance in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arpsych-comprehensiveness-and-balance -a codex`. Or copy the skill folder (Annual-Review-of-Psychology-Skills/skills/arpsych-comprehensiveness-and-balance in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/arpsych-comprehensiveness-and-balance in your project. Codex loads it when a task matches its description.

Can I use Arpsych Comprehensiveness And Balance in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arpsych-comprehensiveness-and-balance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/arpsych-comprehensiveness-and-balance, .gemini/skills/arpsych-comprehensiveness-and-balance, .github/skills/arpsych-comprehensiveness-and-balance and .opencode/skills/arpsych-comprehensiveness-and-balance in your project.

What does Arpsych Comprehensiveness And Balance need to run?

SKILL.md names no scripts, command-line tools or credentials: Arpsych Comprehensiveness And Balance is instructions for the agent only.

Does Arpsych Comprehensiveness And Balance access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Arpsych Comprehensiveness And Balance safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Arpsych Comprehensiveness And Balance use?

Arpsych Comprehensiveness And Balance is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Arpsych Comprehensiveness And Balance use?

About 1.1k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Arpsych Comprehensiveness And Balance?

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Who maintains Arpsych Comprehensiveness And Balance?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.