'Campaign: Systematically assess and rank research gaps, determining
Scanned 9/5/2026
Install to Claude Code
npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill hypothesis-formation-gap-prioritization --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Hypothesis Formation Gap Prioritization?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/yogsoth-ai-hypothesis-formation-gap-prioritization)More formats (shields.io, HTML) on the badges page.
---
name: hypothesis-formation-gap-prioritization
description: 'Campaign: Systematically assess and rank research gaps, determining
the targets most worth attacking'
version: 1.0.0
category: hypothesis-formation
type: campaign
input: 'Gaps produced by upstream repos (any format: knowledge-acquisition, deep-insight,
or manually provided by the user)'
output: Ranked gap priority list + suggested attack paths for the top N gaps
strategies:
- multi-criteria-ranking
- evidence-based-prioritization
- stakeholder-weighted-ranking
- portfolio-optimization
- rapid-triage
tactics:
- scoring-matrix-construction
- pairwise-comparison
- priority-sensitivity-testing
dependencies:
campaigns:
- hypothesis-formulation
strategies:
- evidence-based-prioritization
- hypothesis-formation-portfolio-optimization
- multi-criteria-ranking
- rapid-triage
- stakeholder-weighted-ranking
tactics:
- pairwise-comparison
sops:
- context-checkpoint
- context-init
- hypothesis-formation-quality-gate-check
- hypothesis-formation-saturation-detection
---
# Gap Prioritization
Systematically assess and rank research gaps — answering "which gaps are most worth attacking?"
## HARD-GATE
<HARD-GATE>
Preconditions (all must hold before starting):
1. At least 3 clearly identified research gaps already exist (from an upstream repo or provided by the user)
2. Each gap has sufficient description (at least: what the gap is, why it exists, in which domain)
3. The research intent is clear (north-star-crystallization completed or explicitly stated by the user)
Not met → stop, and inform the user that upstream work must be completed first.
</HARD-GATE>
## Campaign Goal
Turn a batch of unranked research gaps into a prioritized attack list. The output is not "discovering new gaps" but "making decisions about existing gaps."
## Strategy Selection
| Strategy | When to use | Default |
|----------|---------|------|
| multi-criteria-ranking | Moderate number of gaps (5-20), systematic assessment needed | ✓ |
| evidence-based-prioritization | Gaps from rigorous literature review, with ample supporting evidence | |
| stakeholder-weighted-ranking | Research involves multiple stakeholders | |
| portfolio-optimization | Large number of gaps (20+), portfolio-level decisions needed | |
| rapid-triage | Very large number of gaps (50+), rapid coarse screening needed first | |
CC autonomously selects a strategy based on gap count, evidence sufficiency, and stakeholder complexity. Strategies can be combined (e.g., rapid-triage to screen first → multi-criteria-ranking for fine ranking).
## Budget Gate
| Tier | Number of gaps | Assessment dimensions | Scoring rounds | Final output |
|------|---------|---------|---------|---------|
| S | 3-5 | ≥3 | 1 | Ranking + top 2 attack suggestions |
| M | 6-20 | ≥4 | ≥2 (incl. sensitivity testing) | Ranking + top 3-5 attack suggestions |
| L | 20+ | ≥5 | ≥3 (incl. portfolio optimization) | Ranking + top 5-8 attack suggestions + portfolio analysis |
## Context Management
- Call context-init at the start of the campaign
- Call context-checkpoint after each strategy completes (hard constraint)
- All outputs accumulate in a single campaign-scoped context file
## Minimum Yield
Each campaign execution must produce:
1. A standardized gap list (unified format)
2. A multi-dimensional scoring matrix (or an equivalent ranking basis)
3. A final priority ranking
4. Suggested attack paths for the top N gaps (incl. method direction, expected difficulty, required resources)
<!-- BEGIN available-tables (generated) -->
## Available Strategies
Optional, no fixed order; the final leaf is always a sop.
| Strategy | When to use |
| --- | --- |
| evidence-based-prioritization | Strategy: evidence-strength-based AHRQ PiCMe assessment — drive gap prioritization with the quality of literature evidence |
| hypothesis-formation-portfolio-optimization | Strategy: Treat the gap set as an investment portfolio — use risk/return/diversity optimization to select the optimal gap portfolio |
| multi-criteria-ranking | Strategy: multi-dimensional weighted scoring and ranking — decompose a gap into independent sub-questions, then recombine into a priority list |
| rapid-triage | Strategy: rapid coarse screening — two filtering rounds compress a large set of gaps into a fine-rankable candidate set |
| stakeholder-weighted-ranking | Strategy: Weight by stakeholder perspective — the same gap carries different weight under different perspectives; take the consensus ranking at the end |
## Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use |
| --- | --- |
| pairwise-comparison | Tactic: rank gaps through relative comparison rather than absolute scoring, suited to hard-to-quantify situations |
## Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
| --- | --- |
| context-checkpoint | Append research process and results to the current Phase's context file. Covers both process and results with genuine substance. Use this skill at plan-designated checkpoint points — typically after each strategy completes or at key decision nodes within a research Phase. |
| context-init | Create a new context file for a research Phase. Called once at Phase start to initialize the file that subsequent context-checkpoint calls will append to. Use this skill whenever a new research Phase begins and a fresh context file is needed. |
| hypothesis-formation-quality-gate-check | Shared SOP: General quality-gate check (format completeness, logical consistency) |
| hypothesis-formation-saturation-detection | Shared SOP: judge whether the current activity has reached information saturation |
## Available Campaigns
Optional, no fixed order; the final leaf is always a sop.
| Campaign | When to use |
| --- | --- |
| hypothesis-formulation | Campaign: transform insights and gaps into structured testable hypotheses |
<!-- END available-tables (generated) -->
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!