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Skill

/assess-publication-bias

Assess or plan tests for publication/reporting/time-lag/citation/language bias using appropriate diagnostics.

From plugin
de-anthropocentric-research-engine
507200 skills

Claude Code

$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill assess-publication-bias --agent claude-code

SKILL.md

assess-publication-bias.SKILL.md
name: assess-publication-bias
description: "Assess or plan tests for publication/reporting/time-lag/citation/language bias using appropriate diagnostics."

assess-publication-bias

Purpose

Assess publication, reporting, time-lag, citation, and language bias using diagnostics appropriate to the evidence design.

Input contract

required: [evidence_records, outcome_schema, inclusion_frame]
optional: [registry_records, search_log, effect_estimates]
constraints: [bias claims require an observable missingness or selection pattern]

Procedure

1. Define the eligible study universe and the observed evidence subset. 2. Compare availability, reporting, citation, timing, and language patterns across the declared dimensions. 3. Apply design-appropriate diagnostics and record assumptions. 4. Distinguish detected bias, plausible bias, and unassessed domains.

If the conclusion may change under plausible missing-study or selection-bias scenarios, consider `assess-sensitivity` as the next tactic.

Output contract

produces: [bias_domain_assessments, diagnostic_results, sensitivity_implications, unassessed_domains]
delta_fields: [findings, evidence_updates, uncertainties, decisions, open_questions]

Quality gates

  • The denominator for each bias domain is explicit.
  • Diagnostics are not used outside their design assumptions.

Failure and counterexamples

Do not equate small samples with publication bias or treat absence from one index as non-publication.

Provenance map

  • `resolved: knowledge-acquisition-publication-bias-assessment`
  • `resolved: bias-detection`
Read more
@yogsoth-ai
Ships withde-anthropocentric-research-engine

A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.

Stars on GitHub

Momentum

stars in total
507
Star history of yogsoth-ai/de-anthropocentric-research-engine on GitHub, a chart by star-history.com

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Questions about assess-publication-bias.

Which coding agents can use assess-publication-bias?
assess-publication-bias installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.