assess-publication-bias
SkillDev toolsLets your agent check a set of research studies for publication, reporting, time-lag, citation, or language bias.
Available today. Use it from your connected AI after setup.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the assess-publication-bias skill
About this skill
Assess or plan tests for publication/reporting/time-lag/citation/language bias using appropriate diagnostics.
What this skill tells your AI
The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/assess-publication-bias/SKILL.md and read by ahel’s review.
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
- Define the eligible study universe and the observed evidence subset.
- Compare availability, reporting, citation, timing, and language patterns across the declared dimensions.
- Apply design-appropriate diagnostics and record assumptions.
- 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-assessmentresolved: bias-detection
Signals
- GitHub stars
- 501
- Forks
- 41
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Key
assess-publication-bias- Source
- github.com/yogsoth-ai/de-anthropocentric-research-engine