design-study-inclusion

SkillMedia

Lets your agent design study inclusion criteria with a design claude skill that sets exclusion rules for borderline cases.

Available today. Use it from your connected AI after setup.

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 design-study-inclusion skill

About this skill

Define study inclusion/exclusion criteria and explicit rules for borderline cases.

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/design-study-inclusion/SKILL.md and read by ahel’s review.

Purpose

Define study inclusion and exclusion criteria with explicit rules for borderline cases.

Input contract

required: [research_question, eligible_population, study_scope]
optional: [outcome_rules, design_rules, date_language_limits]
constraints: [criteria must be observable from source records]

Procedure

  1. Translate the question into population, intervention/exposure, comparator, outcome, design, and context criteria.
  2. Define exclusion reasons and precedence for overlapping rules.
  3. Specify borderline-case adjudication and missing-information handling.
  4. Test criteria against representative included, excluded, and ambiguous records.

If eligible designs, populations, interventions, and outcomes are fixed, consider plan-effect-size as the next tactic.

Output contract

produces: [inclusion_criteria, exclusion_reasons, borderline_rules, pilot_adjudications]
delta_fields: [decisions, assumption_updates, uncertainties, open_questions]

Quality gates

  • Criteria are applicable without knowing the study result.
  • Each exclusion has one primary reason.

Failure and counterexamples

Do not make inclusion depend on favorable findings or exclude a study solely because metadata are incomplete when the design remains eligible.

Provenance map

  • resolved: inclusion-criteria-design

Signals

GitHub stars
501
Forks
41
Last commit
Sep 2026
Advanced
Catalog kind
skill
Key
design-study-inclusion
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine