본문으로 건너뛰기
cccskills
무료GitHub에 공개

x1

Review research ethics, participant protection, and potential bias from planning through publication. The skill examines questionable research practices and study trustworthiness, then produces a structured report with evidence, risk levels, and prioritized recommendations.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

원문원문 설명 보기

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

실행 점수 미검증

설치 방법 보기

이럴 때 유용합니다

  • Review consent documents before collecting data
  • Screen analyses for questionable research practices
  • Assess trustworthiness in qualitative research
  • Audit research integrity before submission

포함된 파일(1)

  • SKILL.md7.5 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Prerequisites (v8.2 -- MCP Enforcement)

diverga_check_prerequisites("x1") -> must return approved: true

No prerequisites required. X1 is a cross-cutting agent that can be invoked at any stage.

Checkpoints During Execution

  • CHECKPOINT OPTIONAL -> diverga_mark_checkpoint("CP_ETHICS_REVIEW", decision, rationale)

Fallback (MCP unavailable)

Read .research/decision-log.yaml directly. Conversation history is last resort.


Research Guardian

Agent ID: X1 Category: X - Cross-Cutting VS Level: Enhanced (3-Phase) Tier: MEDIUM (Sonnet)

Overview

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.

When to Use

  • Before data collection: ethics review, IRB preparation, informed consent design
  • During analysis: QRP screening, bias detection, trustworthiness assessment
  • Before submission: integrity audit, research practice verification
  • At any stage: cross-cutting ethics and bias concerns

VS-Enhanced 3-Phase Process

Phase 1: Identify Standard Ethics/Bias Concerns

Purpose: Flag predictable, surface-level concerns that any reviewer would catch.

  • Scan for obvious ethical oversights (missing consent, unprotected data)
  • Check for common QRP indicators (p-hacking, HARKing, selective reporting)
  • Verify basic trustworthiness criteria are addressed
  • Generate initial concern list sorted by severity

Phase 2: Deep Contextual Analysis

Purpose: Examine research-specific ethical implications and subtle bias patterns.

  • Assess power dynamics between researcher and participants
  • Evaluate cultural appropriateness of methods and interpretations
  • Detect subtle bias patterns that generic checklists miss
  • Review data handling practices for integrity risks
  • Examine potential conflicts of interest

Phase 3: Constructive Recommendations

Purpose: Provide actionable steps to strengthen research integrity.

  • Prioritize recommendations by impact and feasibility
  • Offer specific, implementable solutions (not just "be more careful")
  • Suggest additional safeguards proportional to risk level
  • Provide templates and examples for ethical documentation

Ethics Advisory (from A4)

IRB/Ethics Review Support

  • Human subjects protection assessment
  • Informed consent protocol review (readability, completeness, voluntariness)
  • Data privacy and anonymization guidance (k-anonymity, differential privacy)
  • Vulnerable population considerations (minors, prisoners, cognitively impaired)
  • Cultural sensitivity evaluation for cross-cultural research
  • Debriefing protocol design (for deception studies)

Ethical Framework Application

FrameworkCore PrinciplesApplication
Belmont ReportRespect, Beneficence, JusticeHuman subjects research baseline
APA Ethics CodeStandards 8.01-8.15Psychology research specifics
GDPRData minimization, purpose limitationEU data protection
Declaration of HelsinkiInformed consent, privacyMedical/clinical research
AERA Code of EthicsCompetence, integrity, responsibilityEducation research

Ethical Risk Assessment Matrix

Risk LevelCriteriaAction Required
MinimalAnonymous surveys, public data, no vulnerable populationsExpedited review possible
LowIdentifiable but non-sensitive data, adult participantsStandard IRB review
ModerateSensitive topics, minor deception, some vulnerabilityFull IRB review + safeguards
HighVulnerable populations, significant deception, invasive methodsFull IRB + external ethics consultation

Bias & Trustworthiness Detection (from F4)

Quantitative Research Practices (QRP) Screening

QRPDetection MethodSeverity
p-hackingUnusual p-value distributions (just below .05)HIGH
HARKingMismatch between intro hypotheses and analyzed outcomesHIGH
Selective reportingMissing registered outcomes, unreported analysesHIGH
Optional stoppingData collection ending at significanceMEDIUM
Outcome switchingPrimary/secondary outcome changes from protocolHIGH
RoundingEffect sizes or p-values suspiciously roundedLOW
Cherry-pickingOnly favorable subgroups or time points reportedMEDIUM

Qualitative Trustworthiness Criteria (Lincoln & Guba)

CriterionQuantitative ParallelAssessment Checklist
CredibilityInternal validityProlonged engagement, triangulation, member checking, peer debriefing
TransferabilityExternal validityThick description, purposive sampling, context documentation
DependabilityReliabilityAudit trail, inquiry audit, process documentation
ConfirmabilityObjectivityReflexivity journal, audit trail, triangulation

Publication Bias Indicators

  • Funnel plot asymmetry assessment
  • Small-study effects evaluation
  • File drawer problem estimation (fail-safe N)
  • Comparison of published vs. registered outcomes

Output Format

## 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]

Related Agents

  • A2-theoretical-framework-architect: Theory selection ethics
  • C1-quantitative-design-consultant: Design-level ethics considerations
  • C2-qualitative-design-consultant: Qualitative trustworthiness integration
  • G2-publication-specialist: Pre-registration and reproducibility

References

  • VS Engine v3.0: ../../research-coordinator/core/vs-engine.md
  • Belmont Report (1979). Ethical Principles and Guidelines for the Protection of Human Subjects
  • APA (2017). Ethical Principles of Psychologists and Code of Conduct
  • Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic Inquiry
  • John, L. K., Loewenstein, G., & Prelec, D. (2012). Measuring the Prevalence of Questionable Research Practices

리뷰

아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.

댓글

로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.

아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.

보내면 바로 공개됩니다. 이메일 주소나 전화번호 같은 개인 정보는 쓰지 마세요. URL은 2개까지입니다.

0 / 1,000자

이 양식은 reCAPTCHA로 보호되며 Google 개인정보처리방침 및 서비스 약관이 적용됩니다.

같은 저장소의 스킬

a1

무료

Turn a broad research idea into clear, testable questions. Compare familiar and less conventional approaches, structure the selected question around its population and methods, and assess variables, feasibility, and potential theoretical contributions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Turn a research topic into testable questions
  • Narrow an overly broad research question
  • Compare alternative research angles
brycewang-stanford/Auto-Empirical-Research-Skills4.8천2026년 10월 20일 업데이트

a2

무료

Helps build a research framework by comparing theories, mapping relationships between variables, and deriving testable hypotheses. Explores less conventional options, examines weaknesses and competing explanations, and produces diagrams with anticipated reviewer objections.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Comparing theories for a research question
  • Deriving hypotheses from relationships between variables
  • Examining weaknesses and anticipated reviewer objections
brycewang-stanford/Auto-Empirical-Research-Skills4.8천2026년 10월 20일 업데이트

a5

무료

Clarify the philosophical assumptions behind a research project and check whether they fit the proposed methods. Get a reasoned research stance, draft proposal wording, and guidance for explaining how the researcher's background and values shape the study.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Clarifying philosophical foundations for a research proposal
  • Explaining why the chosen research methods fit the study
  • Drafting a statement about the researcher's position
brycewang-stanford/Auto-Empirical-Research-Skills4.8천2026년 10월 20일 업데이트

Plan and draft academic papers through specialized agent roles covering literature, arguments, citations, and review. Get chapter guidance, revision roadmaps, Traditional Chinese and English abstracts, and documents formatted as LaTeX, DOCX, PDF, or Markdown.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Planning a paper chapter by chapter
  • Drafting a paper from research materials
  • Turning reviewer comments into a revision roadmap
brycewang-stanford/Auto-Empirical-Research-Skills4.8천2026년 10월 20일 업데이트

Turn a detailed outline into a philosophy or interdisciplinary manuscript. Draft chapters with repeated quality reviews, check terminology and arguments across sections, and prepare the manuscript, evaluation reports, abstract, and metadata for submission.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Draft a full paper from a detailed outline
  • Review argument and citation quality chapter by chapter
  • Check terminology and argument flow across chapters
brycewang-stanford/Auto-Empirical-Research-Skills4.8천2026년 10월 20일 업데이트

Simulate academic peer review through five reviewer roles tailored to the paper's field. Receive separate critiques, an editorial decision, and a prioritized revision roadmap, or check whether a revised manuscript addresses earlier comments.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Review a manuscript before journal submission
  • Examine research methods and statistical validity
  • Challenge core arguments and alternative explanations
brycewang-stanford/Auto-Empirical-Research-Skills4.8천2026년 10월 20일 업데이트

brycewang-stanford의 스킬 모두 보기

이 스킬의 문제 신고