From perspectives-on-psychological-science-skills
Appraises credibility of studies in a PoPS piece to ensure balanced treatment of competing camps, using criteria like power, replication status, and publication bias.
How this skill is triggered — by the user, by Claude, or both
Slash command
/perspectives-on-psychological-science-skills:ppsych-comprehensiveness-and-balanceThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- The framework is set and you are filling cells with conflicting findings from different areas
A PoPS piece runs no study of its own (unless it is a meta-analysis with a superordinate message). You act as the field's referee-of-record for cross-area readers: judge how much weight each study can bear so the synthesis weighs evidence correctly. Make the appraisal explicit:
You are not re-running these — you are rating their credibility in the evidence matrix so the piece's conclusions track the best evidence, not the loudest finding.
Conflicting results are reconciled by credibility and by what each study measures, never by tallying "9 studies positive, 4 null." Two effects that disagree often tap different constructs, populations, or moderators; say so, and let the framework's cells carry the distinction. A pooled "consensus" across non-comparable designs manufactures false agreement that PoPS's methodologically literate readers will catch.
A PoPS piece must be comprehensive in coverage yet selective in emphasis — and stay concise. Tier the corpus:
| Tier | Treatment |
|---|---|
| Foundational / field-defining | discussed in text, with what they established and their limits |
| Important contributions | grouped and weighed within framework cells; cited with their finding |
| Confirmatory / incremental | cited in clusters ("see also …") to show coverage without bloating prose |
| Tangential | cited only where they bear on a specific claim |
Comprehensiveness is proven by the citation set + saturation log (ppsych-literature-synthesis); selectivity is exercised in the prose.
PoPS is a leading venue for methodological reform and meta-science — but the same standards apply to the reform argument itself. Being on the right side of open science does not license overclaiming:
PoPS referees are frequently the surveyed authors or the camps being weighed, so balance is strategic as well as ethical:
【Credibility appraisal】pivotal studies rated (power/replication/prereg/validity/bias)? Y/N
【Conflict handling】reconciled by credibility + construct (not vote-count)? Y/N
【Tiering】corpus split foundational/important/confirmatory/tangential? Y/N
【Comprehensiveness】saturation log supports "nothing important missing"? Y/N
【Reform calibration】claims matched to evidence; criticized practices steelmanned? Y/N
【Steelman】each rival camp stated at its strongest? Y/N
【Controversy】evidence-to-settle stated; author's read labelled? Y/N
【Self-citation/camp audit】own work + faction at warranted tier; emphasis identity-blind? Y/N
【Next step】→ ppsych-tables-figures (framework figure + summary/prevalence exhibits)
npx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin perspectives-on-psychological-science-skillsAudits an Annual Review of Psychology draft for even-handed coverage across labs, paradigms, and rival theories, weights evidence by credibility, and flags self-promotion in citations.
Appraises credibility of primary studies in an Annual Review of Economics (ARE) synthesis, weighing conflicting evidence and auditing even-handedness across competing views.
Appraises cumulative evidence quality and balance in an Academy of Management Annals review, weighing conflicting findings by credibility, steelmanning rival schools, and handling the author's own work even-handedly.