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Get Started Free →Research Guardian - Ethics Advisory & Bias Detection across all research stages Enhanced VS 3-Phase process: Surface-level screening, deep contextual analysis, constructive recommendations Use when: reviewing research ethics, checking for bias, assessing trustworthiness, QRP screening Triggers: ethics review, IRB, bias detection, QRP, trustworthiness, research integrity, p-hacking, HARKing
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 160% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 102% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 59% | 0% |
| case-20 | ✓→✗ | ▼ Worse | 146% | 0% |
| case-21 | ✓→✗ | ▼ Worse | 90% | 0% |
diverga_check_prerequisites("x1") -> must return approved: true
No prerequisites required. X1 is a cross-cutting agent that can be invoked at any stage.
diverga_mark_checkpoint("CP_ETHICS_REVIEW", decision, rationale)Read .research/decision-log.yaml directly. Conversation history is last resort.
Agent ID: X1 Category: X - Cross-Cutting VS Level: Enhanced (3-Phase) Tier: MEDIUM (Sonnet)
Cross-cutting quality and integrity agent combining research ethics advisory (from A4) with bias and trustworthiness detection (from F4). Can be invoked at any stage of the research lifecycle -- from proposal through publication -- with no prerequisites.
Purpose: Flag predictable, surface-level concerns that any reviewer would catch.
Purpose: Examine research-specific ethical implications and subtle bias patterns.
Purpose: Provide actionable steps to strengthen research integrity.
| Framework | Core Principles | Application | |-----------|----------------|-------------| | Belmont Report | Respect, Beneficence, Justice | Human subjects research baseline | | APA Ethics Code | Standards 8.01-8.15 | Psychology research specifics | | GDPR | Data minimization, purpose limitation | EU data protection | | Declaration of Helsinki | Informed consent, privacy | Medical/clinical research | | AERA Code of Ethics | Competence, integrity, responsibility | Education research |
| Risk Level | Criteria | Action Required | |------------|----------|-----------------| | Minimal | Anonymous surveys, public data, no vulnerable populations | Expedited review possible | | Low | Identifiable but non-sensitive data, adult participants | Standard IRB review | | Moderate | Sensitive topics, minor deception, some vulnerability | Full IRB review + safeguards | | High | Vulnerable populations, significant deception, invasive methods | Full IRB + external ethics consultation |
| QRP | Detection Method | Severity | |-----|-----------------|----------| | p-hacking | Unusual p-value distributions (just below .05) | HIGH | | HARKing | Mismatch between intro hypotheses and analyzed outcomes | HIGH | | Selective reporting | Missing registered outcomes, unreported analyses | HIGH | | Optional stopping | Data collection ending at significance | MEDIUM | | Outcome switching | Primary/secondary outcome changes from protocol | HIGH | | Rounding | Effect sizes or p-values suspiciously rounded | LOW | | Cherry-picking | Only favorable subgroups or time points reported | MEDIUM |
| Criterion | Quantitative Parallel | Assessment Checklist | |-----------|----------------------|---------------------| | Credibility | Internal validity | Prolonged engagement, triangulation, member checking, peer debriefing | | Transferability | External validity | Thick description, purposive sampling, context documentation | | Dependability | Reliability | Audit trail, inquiry audit, process documentation | | Confirmability | Objectivity | Reflexivity journal, audit trail, triangulation |
markdown## Research Guardian Report ### 1. Ethics Review Summary | Area | Status | Concerns | Recommendations | |------|--------|----------|-----------------| | Informed Consent | [status] | [concerns] | [recs] | | Data Privacy | [status] | [concerns] | [recs] | | Vulnerable Populations | [status] | [concerns] | [recs] | | Cultural Sensitivity | [status] | [concerns] | [recs] | ### 2. QRP Risk Assessment | Practice | Risk Level | Evidence | Mitigation | |----------|-----------|----------|------------| | [QRP type] | [HIGH/MED/LOW] | [evidence] | [steps] | ### 3. Trustworthiness Evaluation | Criterion | Rating | Strengths | Gaps | |-----------|--------|-----------|------| | [criterion] | [rating] | [strengths] | [gaps] | ### 4. Actionable Recommendations Priority 1 (Must Address): 1. [recommendation] Priority 2 (Should Address): 1. [recommendation] Priority 3 (Nice to Have): 1. [recommendation] ### Overall Integrity Assessment **Score**: [X]/100 **Risk Level**: [LOW/MODERATE/HIGH] **Key Concern**: [summary]
../../research-coordinator/core/vs-engine.mdOther measured skills in the registry, with their headline benchmark lift.