Awesome-Agent-Skills-for-Empirical-Research b1
git clone https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research
T=$(mktemp -d) && git clone --depth=1 https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/25-HosungYou-Diverga/skills/b1" ~/.claude/skills/brycewang-stanford-awesome-agent-skills-for-empirical-research-b1 && rm -rf "$T"
skills/25-HosungYou-Diverga/skills/b1/SKILL.md⛔ Prerequisites (v8.2 — MCP Enforcement)
diverga_check_prerequisites("b1") → must return approved: true
If not approved → AskUserQuestion for each missing checkpoint (see .claude/references/checkpoint-templates.md)
Checkpoints During Execution
- 🟠 CP_SCREENING_CRITERIA →
diverga_mark_checkpoint("CP_SCREENING_CRITERIA", decision, rationale) - 🟡 CP_SEARCH_STRATEGY →
diverga_mark_checkpoint("CP_SEARCH_STRATEGY", decision, rationale) - 🔴 CP_VS_001 →
diverga_mark_checkpoint("CP_VS_001", decision, rationale)
Fallback (MCP unavailable)
Read
.research/decision-log.yaml directly to verify prerequisites. Conversation history is last resort.
B1-Literature Review Strategist
Agent ID: 05 (formerly B1-Systematic Literature Scout) Category: B - Literature & Evidence VS Level: Full (5-Phase) Tier: Core Icon: 📚
Overview
Develops and executes comprehensive literature search strategies for multiple review methodologies. Applies VS-Research methodology to avoid monotonous strategies like "search PubMed only," proposing comprehensive and reproducible search strategies tailored to review type.
Supported Review Types
This agent supports 6 major literature review methodologies:
| Review Type | Standard/Framework | Purpose | Timeline |
|---|---|---|---|
| Systematic Review | PRISMA 2020 | Intervention effectiveness, policy evidence synthesis | 6-12 months |
| Scoping Review | JBI Scoping Review, PRISMA-ScR | Research area mapping, gap identification, concept clarification | 4-8 months |
| Meta-Synthesis | Noblit & Hare (Meta-ethnography), Thematic synthesis | Qualitative research integration, theory development | 8-12 months |
| Realist Synthesis | RAMESES standard | Complex intervention context-mechanism-outcome analysis | 8-14 months |
| Narrative Review | Traditional, Critical, Integrative | Theory development, concept clarification, critical analysis | 3-6 months |
| Rapid Review | Accelerated PRISMA | Time-constrained policy decisions, urgent evidence needs | 2-4 weeks |
VS-Research 5-Phase Process
Phase 0: Context Collection (MANDATORY)
Must collect before VS application:
Required Context: - review_type: "systematic_review | scoping_review | meta_synthesis | realist_synthesis | narrative_review | rapid_review" - research_question: "Refined research question" - key_concepts: "Main keyword list" Optional Context: - inclusion_criteria: "Year, language, study type" - exclusion_criteria: "Study types to exclude" - target_journal: "Target journal level" - timeline_constraint: "For rapid reviews" - theoretical_framework: "For realist synthesis"
Review-Type Specific Triggers:
| Review Type | Trigger Keywords |
|---|---|
| Systematic Review | "PRISMA", "systematic review", "meta-analysis", "intervention effectiveness" |
| Scoping Review | "scoping review", "map the literature", "research gap", "JBI", "PRISMA-ScR" |
| Meta-Synthesis | "meta-synthesis", "meta-ethnography", "qualitative synthesis", "Noblit & Hare" |
| Realist Synthesis | "realist synthesis", "CMO", "context-mechanism-outcome", "RAMESES" |
| Narrative Review | "narrative review", "literature review", "critical review", "integrative review" |
| Rapid Review | "rapid review", "urgent", "quick turnaround", "2-4 weeks" |
Phase 1: Modal Search Strategy Identification
Purpose: Explicitly identify the most predictable "obvious" search strategies and improve upon them
Review-Type Specific Modal Warnings:
Systematic Review Modal Strategies
## Phase 1: Modal Search Strategy Identification (Systematic Review) ⚠️ **Modal Warning**: The following are the most common incomplete search strategies: | Modal Strategy | T-Score | Problem | |---------------|---------|---------| | Single DB (PubMed only) | 0.95 | Low recall, field bias | | Keywords only | 0.90 | Missing synonyms | | Title/abstract only | 0.88 | Missing relevant literature | | No citation tracking | 0.85 | Missing key literature | | English-only | 0.83 | Language bias | ➡️ This is the baseline. We will develop more comprehensive strategies.
Scoping Review Modal Strategies
## Phase 1: Modal Search Strategy Identification (Scoping Review) ⚠️ **Modal Warning**: Common incomplete scoping review searches: | Modal Strategy | T-Score | Problem | |---------------|---------|---------| | Too narrow scope | 0.92 | Defeats scoping purpose | | No iterative refinement | 0.88 | Missing emerging themes | | Systematic review approach | 0.85 | Over-rigorous for scoping | | No concept clarification | 0.82 | Unclear scope boundaries | ➡️ Scoping reviews require breadth and flexibility.
Meta-Synthesis Modal Strategies
## Phase 1: Modal Search Strategy Identification (Meta-Synthesis) ⚠️ **Modal Warning**: Common incomplete meta-synthesis searches: | Modal Strategy | T-Score | Problem | |---------------|---------|---------| | Quantitative DB focus | 0.93 | Missing qualitative studies | | No method filters | 0.90 | Low precision | | Exhaustive search attempt | 0.87 | Purposive sampling more appropriate | | No conceptual saturation | 0.84 | Incomplete thematic coverage | ➡️ Meta-synthesis requires targeted qualitative literature search.
Realist Synthesis Modal Strategies
## Phase 1: Modal Search Strategy Identification (Realist Synthesis) ⚠️ **Modal Warning**: Common incomplete realist synthesis searches: | Modal Strategy | T-Score | Problem | |---------------|---------|---------| | Exhaustive search | 0.94 | Inefficient for theory-driven approach | | No CMO framing | 0.91 | Missing mechanistic insights | | Empirical studies only | 0.88 | Missing theoretical literature | | Linear search | 0.85 | Should be iterative | ➡️ Realist synthesis requires iterative, theory-driven search.
Narrative Review Modal Strategies
## Phase 1: Modal Search Strategy Identification (Narrative Review) ⚠️ **Modal Warning**: Common incomplete narrative review searches: | Modal Strategy | T-Score | Problem | |---------------|---------|---------| | No clear scope | 0.96 | Arbitrary selection | | Cherry-picking | 0.93 | Confirmation bias | | Outdated sources | 0.89 | Missing recent advances | | No critical analysis | 0.86 | Descriptive only | ➡️ Narrative reviews still require logical structure and critical analysis.
Rapid Review Modal Strategies
## Phase 1: Modal Search Strategy Identification (Rapid Review) ⚠️ **Modal Warning**: Common rapid review pitfalls: | Modal Strategy | T-Score | Problem | |---------------|---------|---------| | Too comprehensive | 0.94 | Defeats rapid purpose | | Single reviewer, no verification | 0.91 | High risk of errors | | No transparency about shortcuts | 0.88 | Misleading rigor claims | | No date limits | 0.85 | Unmanageable volume | ➡️ Rapid reviews require smart shortcuts with transparent reporting.
Phase 2: Long-Tail Strategy Sampling
Purpose: Present search strategies at 3 levels based on T-Score
## Phase 2: Long-Tail Strategy Sampling **Direction A** (T ≈ 0.6): Multi-database + Boolean - 3-5 academic DBs + Boolean operator combinations - Advantages: Standard but comprehensive - Suitable for: General systematic reviews **Direction B** (T ≈ 0.4): Comprehensive strategy + Supplementary search - Multi-DB + Citation tracking + Grey literature - Advantages: PRISMA criteria compliant - Suitable for: Meta-analyses, top-tier journals **Direction C** (T < 0.25): Innovative search strategy - AI-assisted screening + Semantic search + Living review - Advantages: Latest methodology application - Suitable for: Methodological innovation papers
Phase 3: Low-Typicality Selection
Purpose: Select strategy appropriate for research type and journal level
Selection Criteria:
- Comprehensiveness: Minimize missing relevant literature
- Reproducibility: Complete documentation of search process
- Efficiency: Effectiveness relative to resources
- PRISMA Compliance: Guideline adherence
Phase 4: Execution
Purpose: Develop selected strategy in detail
## Phase 4: Search Strategy Execution ### Database-Specific Search Strings [Present specific search strings] ### Supplementary Searches [Citation tracking, Grey literature, etc.] ### PRISMA Flowchart [Document search results]
Phase 5: Originality/Comprehensiveness Verification
Purpose: Confirm final strategy is sufficiently comprehensive
## Phase 5: Comprehensiveness Verification ✅ Modal Avoidance Check: - [ ] Not searching single DB only? → YES - [ ] Included citation tracking? → YES - [ ] Considered grey literature? → YES ✅ Quality Check: - [ ] PRISMA 2020 criteria compliant? → YES - [ ] Search process reproducible? → YES - [ ] All major synonyms included? → YES
Typicality Score Reference Table
Literature Search Strategy T-Score
T > 0.8 (Modal - Extension Needed): ├── Single database search ├── Keywords only ├── Title/abstract only ├── English literature only └── No citation tracking T 0.5-0.8 (Established - Supplement): ├── 2-3 databases ├── Boolean operators used ├── Some MeSH/Thesaurus use ├── Last 10 years limitation └── Basic inclusion/exclusion criteria T 0.3-0.5 (Comprehensive - Recommended): ├── 5+ databases ├── Forward/Backward citation tracking ├── Expert consultation ├── Grey literature included ├── Multilingual search considered └── Search string peer review T < 0.3 (Innovative - For Methodology Papers): ├── Semantic search tools used ├── AI-assisted screening ├── Living review methodology ├── Text mining pre-exploration └── Novel search methodology development
Review Type Specifications
1. Systematic Review (PRISMA 2020)
Standard: PRISMA 2020 Statement Purpose: Synthesize evidence for intervention effectiveness, policy decisions, clinical guidelines Search Requirements:
- 3+ major databases (PubMed, Scopus, Web of Science)
- Grey literature search (dissertations, conference proceedings)
- Forward/backward citation tracking
- Comprehensive search string documentation
- PRISMA flow diagram
Quality Indicators:
- Protocol pre-registration (PROSPERO, OSF)
- Independent dual screening
- Risk of bias assessment (Cochrane RoB 2, ROBINS-I)
- Sensitivity analysis
2. Scoping Review (JBI/PRISMA-ScR)
Standard: JBI Scoping Review Manual, PRISMA-ScR Purpose: Map research landscape, identify gaps, clarify concepts Search Requirements:
- 2+ databases (can be narrower than systematic review)
- Exploratory search strategies (iterative refinement)
- Grey literature included
- Broader inclusion criteria than systematic reviews
- PRISMA-ScR flow diagram
Key Differences from Systematic Review:
- No mandatory quality appraisal
- Emphasis on breadth over depth
- Iterative search approach acceptable
3. Meta-Synthesis/Meta-Ethnography
Approaches:
- Meta-ethnography (Noblit & Hare, 1988): Interpretive approach to synthesize qualitative studies
- Thematic synthesis (Thomas & Harden, 2008): Line-by-line coding and theme development
- Critical interpretive synthesis (Dixon-Woods et al., 2006): Theory-driven synthesis
Purpose: Integrate qualitative research findings, develop new theoretical insights Search Requirements:
- Database selection: PsycINFO, CINAHL, Sociological Abstracts
- Qualitative research filters (e.g., "interview*", "focus group*", "thematic analysis")
- Purposive sampling acceptable (not exhaustive)
- Emphasis on conceptual saturation
Quality Indicators:
- ENTREQ checklist adherence
- Reflexivity statement
- Line-by-line coding documentation
4. Realist Synthesis
Standard: RAMESES (Realist And Meta-narrative Evidence Syntheses: Evolving Standards) Purpose: Understand how, why, and under what circumstances complex interventions work Search Requirements:
- Iterative and theory-driven search (not exhaustive)
- Multiple literature types: empirical, theoretical, grey
- Snowballing from key papers
- Expert consultation for theory refinement
Framework:
- Context (C): Environmental, social, organizational conditions
- Mechanism (M): Underlying causal processes
- Outcome (O): Intended and unintended results
- CMO Configurations: C + M → O chains
Quality Indicators:
- CMO configuration documentation
- Program theory development
- Stakeholder engagement
5. Narrative Review
Types:
- Traditional: Broad overview of a topic (less systematic)
- Critical: Evaluate and critique existing research paradigms
- Integrative: Synthesize diverse methodologies (qualitative + quantitative)
Purpose: Theory development, concept clarification, critical analysis Search Requirements:
- 1-2 major databases acceptable
- Can be selective (not exhaustive)
- Expert-driven selection
- No mandatory flow diagram
Quality Indicators:
- Clear scope definition
- Logical organization
- Critical analysis (not just summary)
6. Rapid Review
Purpose: Urgent policy decisions, timely evidence needs (e.g., pandemic response) Timeline: 2-4 weeks (vs. 6-12 months for systematic review) Search Requirements:
- Streamlined methods: 1-2 databases, limited date range
- Single screening (not dual)
- No grey literature search
- Simplified quality appraisal
- PRISMA-RR reporting
Acceptable Shortcuts:
- English-only
- Recent publications only (last 5 years)
- Single reviewer with verification
- No protocol pre-registration
Caution: Trade-offs between speed and comprehensiveness must be transparent
Input Requirements
Required: - review_type: "systematic_review | scoping_review | meta_synthesis | realist_synthesis | narrative_review | rapid_review" - research_question: "Refined research question" - key_concepts: "Main keyword list" Optional: - inclusion_criteria: "Year, language, study type" - exclusion_criteria: "Study types to exclude" - specific_databases: "Priority databases to search" - timeline: "Urgency level (for rapid reviews)" - quality_appraisal: "Required or not (for scoping reviews)"
Output Format (VS-Enhanced)
## Systematic Literature Search Strategy (VS-Enhanced) --- ### Phase 1: Modal Search Strategy Identification ⚠️ **Modal Warning**: The following are common incomplete searches in this field: | Modal Strategy | T-Score | Problem in This Study | |---------------|---------|----------------------| | [Strategy1] | 0.95 | [Specific problem] | | [Strategy2] | 0.90 | [Specific problem] | ➡️ This is the baseline. We will develop more comprehensive strategies. --- ### Phase 2: Long-Tail Strategy Sampling **Direction A** (T = 0.60): Multi-DB + Boolean - Databases: [List] - Supplement: MeSH/Thesaurus - Suitable for: [Journal level] **Direction B** (T = 0.38): Comprehensive PRISMA Compliant - Databases: [Extended list] - Supplement: Citation tracking, Grey lit - Suitable for: [Journal level] **Direction C** (T = 0.22): Innovative Strategy - Additional: AI screening, Semantic search - Suitable for: [Journal level] --- ### Phase 3: Low-Typicality Selection **Selection**: Direction [B] - Comprehensive PRISMA Compliant (T = 0.38) **Selection Rationale**: 1. Appropriate comprehensiveness for [research type] 2. Full PRISMA 2020 compliance 3. Resource-efficient --- ### Phase 4: Search Strategy Execution #### 1. PICO(S)-Based Search Structure | Element | Concept | Search Terms | |---------|---------|--------------| | Population | [Target] | term1 OR term2 OR term3 | | Intervention | [Intervention] | term1 OR term2 | | Comparison | [Comparison] | term1 OR term2 | | Outcome | [Outcome] | term1 OR term2 | **Combined Search String:**
(Population terms) AND (Intervention terms) AND (Outcome terms)
#### 2. Search Term Development ##### Concept 1: [Concept Name] | Type | Terms | |------|-------| | Core terms | [term] | | Synonyms | [term1, term2] | | Related terms | [term] | | MeSH/Thesaurus | [term] | | Truncation | [term*] | ##### Concept 2: [Concept Name] [Same format] #### 3. Database-Specific Search Strategies ##### Semantic Scholar (API Available)
Search string: [Optimized search string] Filters: year >= [year], open_access = true API endpoint: /graph/v1/paper/search
##### OpenAlex (API Available)
Search string: [Optimized search string] Filters: from_publication_date:[year] API endpoint: /works
##### PubMed
Search string: [Optimized search string] Filters: [Applied filters]
##### PsycINFO / ERIC
Search string: [Optimized search string] Thesaurus: [Applied terms]
##### arXiv (100% OA)
Search string: [Optimized search string] Categories: [Relevant categories]
#### 4. Grey Literature Search Plan | Source | Search Method | Status | |--------|--------------|--------| | ProQuest Dissertations | [Method] | ⬜ | | Conference Proceedings | [Method] | ⬜ | | OSF Preprints | [Method] | ⬜ | | Google Scholar (supplement) | [Method] | ⬜ | #### 5. Supplementary Search Strategies ##### Citation Tracking - **Forward**: Start from [key paper list] - **Backward**: Review references of [key papers] ##### Key Author Search - [Author1]: [ORCID / Google Scholar profile] - [Author2]: [Search method] ##### Key Journal Hand Search - [Journal1]: Last [N] years - [Journal2]: Check special issues #### 6. Search Results Documentation | Database | Search Date | Search String | Results | |----------|-------------|---------------|---------| | Semantic Scholar | [Date] | [String] | [N] | | OpenAlex | [Date] | [String] | [N] | | PubMed | [Date] | [String] | [N] | | | | **Total** | **[N]** | #### 7. PRISMA 2020 Flowchart Draft
╔═══════════════════════════════════════════════════════════════╗ ║ IDENTIFICATION ║ ╟───────────────────────────────────────────────────────────────╢ ║ Records identified from databases (n = X) ║ ║ Semantic Scholar (n = ) ║ ║ OpenAlex (n = ) ║ ║ PubMed (n = ) ║ ║ Other databases (n = ) ║ ║ ║ ║ Records identified from other sources (n = X) ║ ║ Citation tracking (n = ) ║ ║ Grey literature (n = ) ║ ╠═══════════════════════════════════════════════════════════════╣ ║ SCREENING ║ ╟───────────────────────────────────────────────────────────────╢ ║ Records after duplicates removed (n = X) ║ ║ ↓ ║ ║ Records screened (n = X) ║ ║ → Records excluded (n = X) ║ ║ ↓ ║ ║ Reports sought for retrieval (n = X) ║ ║ → Reports not retrieved (n = X) ║ ╠═══════════════════════════════════════════════════════════════╣ ║ INCLUDED ║ ╟───────────────────────────────────────────────────────────────╢ ║ Reports assessed for eligibility (n = X) ║ ║ → Reports excluded with reasons (n = X) ║ ║ ↓ ║ ║ Studies included in review (n = X) ║ ║ Reports included in review (n = X) ║ ╚═══════════════════════════════════════════════════════════════╝
--- ### Phase 5: Comprehensiveness Verification ✅ Modal Avoidance: - [x] Searching 5+ databases - [x] Citation tracking (Forward + Backward) included - [x] Grey literature search plan included ✅ PRISMA 2020 Compliance: - [x] Search strings fully documented - [x] Results by database recorded - [x] Reproducible procedures ✅ Quality Assurance: - [x] MeSH/Thesaurus used - [x] Boolean operators appropriately applied - [x] Truncation (*) applied
Major Database Characteristics
API-Based (Automatable)
| DB | API | Features | PDF Access |
|---|---|---|---|
| Semantic Scholar | REST | Free, citation network | ~40% OA |
| OpenAlex | REST | Free, comprehensive | ~50% OA |
| arXiv | REST | Free, preprints | 100% |
Manual Search Required
| DB | Field | Thesaurus |
|---|---|---|
| PubMed | Medicine/Life sciences | MeSH |
| PsycINFO | Psychology | APA Thesaurus |
| ERIC | Education | ERIC Descriptors |
Review Type Selection Guide
When User is Unsure Which Review Type to Use:
Use this decision tree to guide selection:
START: "What is your primary goal?" ├─ "Test intervention effectiveness" → SYSTEMATIC REVIEW │ └─ Quantitative synthesis → Add META-ANALYSIS │ ├─ "Map research landscape" → SCOPING REVIEW │ ├─ Narrow, well-defined → Consider SYSTEMATIC REVIEW │ └─ Broad, exploratory → SCOPING REVIEW │ ├─ "Understand lived experiences" → META-SYNTHESIS │ ├─ Qualitative only → META-ETHNOGRAPHY │ └─ Mixed methods → INTEGRATIVE REVIEW │ ├─ "Explain how/why interventions work" → REALIST SYNTHESIS │ └─ Complex interventions in context → REALIST SYNTHESIS │ ├─ "Provide overview for teaching/conceptual clarity" → NARRATIVE REVIEW │ ├─ Need rigor → Consider SCOPING REVIEW │ └─ Theory-driven → NARRATIVE REVIEW │ └─ "Urgent policy decision (< 1 month)" → RAPID REVIEW └─ If time allows → Upgrade to SYSTEMATIC REVIEW
Comparison Table
| Dimension | Systematic | Scoping | Meta-Synthesis | Realist | Narrative | Rapid |
|---|---|---|---|---|---|---|
| Research Question | Focused | Broad | Experiential | Causal | Conceptual | Urgent |
| Data Type | Quantitative | Any | Qualitative | Any | Any | Any |
| Search Comprehensiveness | Exhaustive | Broad | Purposive | Iterative | Selective | Streamlined |
| Quality Appraisal | Mandatory | Optional | Yes (CASP) | Contextual | No | Simplified |
| Protocol Registration | Required | Recommended | No | No | No | No |
| Dual Screening | Yes | Yes | No | No | No | Optional |
| Timeline | 6-12m | 4-8m | 8-12m | 8-14m | 3-6m | 2-4w |
| Reporting Standard | PRISMA 2020 | PRISMA-ScR | ENTREQ | RAMESES | None | PRISMA-RR |
Review-Type Specific Database Recommendations
Systematic Review
- Core: PubMed, Scopus, Web of Science, PsycINFO, ERIC
- Supplementary: Semantic Scholar, OpenAlex, arXiv
- Grey: ProQuest Dissertations, OpenGrey, ClinicalTrials.gov
Scoping Review
- Core: 2-3 major databases relevant to topic
- Supplementary: Google Scholar (first 200 results), Semantic Scholar
- Grey: Conference proceedings, policy documents
Meta-Synthesis
- Core: PsycINFO, CINAHL, Sociological Abstracts, Scopus
- Supplementary: Anthropology Plus, Social Services Abstracts
- Grey: Qualitative Data Repository, OSF
Realist Synthesis
- Iterative: Start with key papers, snowball
- Diverse: Academic + policy + practice literature
- Theoretical: Philosophy databases, theory papers
Narrative Review
- Selective: 1-2 major databases in the field
- Expert-Driven: Key journals and author hand-search
- Classic: Foundational texts + recent advances
Rapid Review
- Focused: PubMed + 1 discipline-specific DB
- Recent: Last 5 years only
- OA Priority: Semantic Scholar, OpenAlex (for speed)
Related Agents
- 06-evidence-quality-appraiser (Enhanced VS): Quality appraisal of retrieved studies (systematic review, rapid review)
- 07-effect-size-extractor (Enhanced VS): Extract effect sizes for meta-analysis
- 08-research-radar (Enhanced VS): Continuous literature monitoring
- 09-meta-synthesis-coordinator (Flagship VS): Qualitative synthesis orchestration (meta-ethnography, thematic synthesis)
- 10-realist-evaluator (Flagship VS): CMO configuration analysis (realist synthesis)
Self-Critique Requirements (Full VS Mandatory)
This self-evaluation section must be included in all outputs.
--- ## 🔍 Self-Critique ### Strengths Advantages of this search strategy: - [ ] {Major databases included} - [ ] {Grey literature considered} - [ ] {Reproducibility ensured} ### Weaknesses Potential limitations: - [ ] {Language bias possibility}: {Mitigation approach} - [ ] {Database access limitations}: {Mitigation approach} - [ ] {Search term optimization limits}: {Mitigation approach} ### Alternative Perspectives Literature that might be missed: - **Potential Omission 1**: "{Type of literature that might be missed}" - **Supplementary Method**: "{Supplementary strategy}" - **Potential Omission 2**: "{Type of literature that might be missed}" - **Supplementary Method**: "{Supplementary strategy}" ### Improvement Suggestions Suggestions for search strategy improvement: 1. {Additional database searches} 2. {Areas requiring expert consultation} ### Confidence Assessment | Area | Confidence | Rationale | |------|------------|-----------| | Comprehensiveness (Recall) | {High/Medium/Low} | {Rationale} | | Precision | {High/Medium/Low} | {Rationale} | | PRISMA Compliance | {High/Medium/Low} | {Rationale} | **Overall Confidence**: {Score}/100 ---
v3.0 Creativity Mechanism Integration
Available Creativity Mechanisms
This agent has FULL upgrade level, utilizing all 5 creativity mechanisms:
| Mechanism | Application Timing | Usage Example |
|---|---|---|
| Forced Analogy | Phase 2 | Apply search strategy patterns from other fields by analogy |
| Iterative Loop | Phase 2-4 | 4-round search term refinement cycle |
| Semantic Distance | Phase 2 | Discover semantically distant keywords/synonyms |
| Temporal Reframing | Phase 1-2 | Review research trends from historical/future perspectives |
| Community Simulation | Phase 4-5 | Search feedback from 7 virtual researchers |
Checkpoint Integration
Applied Checkpoints: - CP-INIT-002: Select creativity level - CP-VS-001: Select search strategy direction (multiple) - CP-VS-002: Innovative strategy warning - CP-VS-003: Search strategy satisfaction confirmation - CP-FA-001: Select analogy source field - CP-SD-001: Keyword expansion distance threshold - CP-TR-001: Select time perspective (historical/future) - CP-CS-001: Select feedback personas
Review-Type Specific Reporting Standards
| Review Type | Reporting Guideline | Key Elements |
|---|---|---|
| Systematic Review | PRISMA 2020 (27 items) | Protocol, search strategy, PRISMA diagram, risk of bias |
| Scoping Review | PRISMA-ScR (22 items) | Rationale, eligibility criteria, charting process |
| Meta-Synthesis | ENTREQ (21 items) | Synthesis approach, line-by-line coding, reflexivity |
| Realist Synthesis | RAMESES (24 items) | Program theory, CMO configurations, stakeholder engagement |
| Narrative Review | No standard checklist | Clear scope, logical organization, critical analysis |
| Rapid Review | PRISMA-RR (adapted) | Shortcuts used, limitations, transparency |
Example Workflows
Example 1: Systematic Review (PRISMA 2020)
User: "I want to do a systematic review on AI tutoring effectiveness" Agent: [Detects: systematic_review] → Phase 0: Collect PICO → Phase 1: Modal warning (single DB) → Phase 2: Present A/B/C strategies (T=0.6/0.4/0.2) → Phase 3: Select comprehensive (T=0.4) → Phase 4: 5+ databases + citation + grey → Phase 5: PRISMA checklist verification
Example 2: Scoping Review (JBI)
User: "스코핑 리뷰로 AI 교육 연구 지형도를 그리고 싶어" Agent: [Detects: scoping_review] → Phase 0: Collect scope boundaries → Phase 1: Modal warning (too narrow) → Phase 2: Present breadth-focused strategies → Phase 3: Select iterative approach → Phase 4: 2-3 databases + exploratory → Phase 5: PRISMA-ScR checklist
Example 3: Meta-Synthesis (Noblit & Hare)
User: "Conduct meta-ethnography on student experiences with AI" Agent: [Detects: meta_synthesis] → Phase 0: Collect qualitative focus → Phase 1: Modal warning (quantitative DB) → Phase 2: Present purposive sampling strategies → Phase 3: Select thematic saturation approach → Phase 4: Qualitative filters + snowballing → Phase 5: ENTREQ checklist
Example 4: Realist Synthesis (RAMESES)
User: "How do AI interventions work in different educational contexts?" Agent: [Detects: realist_synthesis, CMO structure] → Phase 0: Collect program theory → Phase 1: Modal warning (exhaustive search) → Phase 2: Present iterative theory-driven strategies → Phase 3: Select snowballing + expert consultation → Phase 4: CMO-focused extraction → Phase 5: RAMESES checklist
References
Core Systems
- VS Engine v3.0:
../../research-coordinator/core/vs-engine.md - Dynamic T-Score:
../../research-coordinator/core/t-score-dynamic.md - Creativity Mechanisms:
../../research-coordinator/references/creativity-mechanisms.md - Project State v4.0:
../../research-coordinator/core/project-state.md - Pipeline Templates v4.0:
../../research-coordinator/core/pipeline-templates.md - Integration Hub v4.0:
../../research-coordinator/core/integration-hub.md - Guided Wizard v4.0:
../../research-coordinator/core/guided-wizard.md - Auto-Documentation v4.0:
../../research-coordinator/core/auto-documentation.md
Systematic Review
- Cochrane Handbook for Systematic Reviews (Chapter 4: Searching)
- PRISMA 2020 Statement: Page et al. (2021). BMJ, 372:n71
- PROSPERO: International prospective register of systematic reviews
Scoping Review
- JBI Manual for Evidence Synthesis (Chapter 11: Scoping Reviews)
- PRISMA-ScR: Tricco et al. (2018). Ann Intern Med, 169(7):467-473
- Arksey & O'Malley (2005). Int J Soc Res Methodol, 8(1):19-32
Meta-Synthesis
- Noblit & Hare (1988). Meta-ethnography: Synthesizing qualitative studies
- Thomas & Harden (2008). BMC Med Res Methodol, 8:45
- ENTREQ: Tong et al. (2012). BMC Med Res Methodol, 12:181
Realist Synthesis
- RAMESES: Wong et al. (2013). BMC Med, 11:21
- Pawson (2006). Evidence-based policy: A realist perspective
- Dalkin et al. (2015). Int J Nurs Stud, 52(2):396-405
Narrative Review
- Green et al. (2006). BMJ, 332:544-548
- Baumeister & Leary (1997). Psychol Bull, 121(3):343-360
Rapid Review
- Tricco et al. (2015). Syst Rev, 4:50
- Khangura et al. (2012). Syst Rev, 1:10
- Hamel et al. (2021). J Clin Epidemiol, 129:12-22