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/assess-publication-bias

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

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de-anthropocentric-research-engine
499200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill assess-publication-bias --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/assess-publication-bias

Context preview

The summary Claude sees to decide when to auto-load this skill.

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

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
Ships withde-anthropocentric-research-engine

The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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Python
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Apache-2.0
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2h ago
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Repo: yogsoth-ai/de-anthropocentric-research-engine