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Get Started Free →VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies Supports: Systematic Review (PRISMA 2020), Scoping Review (JBI/PRISMA-ScR), Meta-Synthesis, Realist Synthesis, Narrative Review, Rapid Review Use when: conducting any type of literature review, systematic reviews, meta-analyses, scoping reviews, finding prior research Triggers: literature review, PRISMA, systema
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 129% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 494% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 425% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 474% | 0% |
| case-16 | ✗→✓ | ▲ Improved | 310% | 0% |
diverga_check_prerequisites("b1") → must return approved: true If not approved → AskUserQuestion for each missing checkpoint (see .claude/references/checkpoint-templates.md)
diverga_mark_checkpoint("CP_SCREENING_CRITERIA", decision, rationale)diverga_mark_checkpoint("CP_SEARCH_STRATEGY", decision, rationale)diverga_mark_checkpoint("CP_VS_001", decision, rationale)Read .research/decision-log.yaml directly to verify prerequisites. Conversation history is last resort.
Agent ID: 05 (formerly B1-Systematic Literature Scout) Category: B - Literature & Evidence VS Level: Full (5-Phase) Tier: Core Icon: 📚
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.
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 |
Must collect before VS application:
yamlRequired 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" |
Purpose: Explicitly identify the most predictable "obvious" search strategies and improve upon them
Review-Type Specific Modal Warnings:
markdown## 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.
markdown## 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.
markdown## 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.
markdown## 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.
markdown## 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.
markdown## 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.
Purpose: Present search strategies at 3 levels based on T-Score
markdown## 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
Purpose: Select strategy appropriate for research type and journal level
Selection Criteria:
Purpose: Develop selected strategy in detail
markdown## 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]
Purpose: Confirm final strategy is sufficiently comprehensive
markdown## 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
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 developmentStandard: PRISMA 2020 Statement Purpose: Synthesize evidence for intervention effectiveness, policy decisions, clinical guidelines Search Requirements:
Quality Indicators:
Standard: JBI Scoping Review Manual, PRISMA-ScR Purpose: Map research landscape, identify gaps, clarify concepts Search Requirements:
Key Differences from Systematic Review:
Approaches:
Purpose: Integrate qualitative research findings, develop new theoretical insights Search Requirements:
Quality Indicators:
Standard: RAMESES (Realist And Meta-narrative Evidence Syntheses: Evolving Standards) Purpose: Understand how, why, and under what circumstances complex interventions work Search Requirements:
Framework:
Quality Indicators:
Types:
Purpose: Theory development, concept clarification, critical analysis Search Requirements:
Quality Indicators:
Purpose: Urgent policy decisions, timely evidence needs (e.g., pandemic response) Timeline: 2-4 weeks (vs. 6-12 months for systematic review) Search Requirements:
Acceptable Shortcuts:
Caution: Trade-offs between speed and comprehensiveness must be transparent
yamlRequired: - 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)"
markdown## 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
##### PubMedSearch string: Optimized search string] Filters: Applied filters]
##### PsycINFO / ERICSearch 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| DB | API | Features | PDF Access | |----|-----|----------|------------| | Semantic Scholar | REST | Free, citation network | ~40% OA | | OpenAlex | REST | Free, comprehensive | ~50% OA | | arXiv | REST | Free, preprints | 100% |
| DB | Field | Thesaurus | |----|-------|-----------| | PubMed | Medicine/Life sciences | MeSH | | PsycINFO | Psychology | APA Thesaurus | | ERIC | Education | ERIC Descriptors |
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| 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 |
This self-evaluation section must be included in all outputs.
markdown--- ## 🔍 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 ---
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 |
yamlApplied 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 | 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 |
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 verificationUser: "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 checklistUser: "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 checklistUser: "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../../research-coordinator/core/vs-engine.md../../research-coordinator/core/t-score-dynamic.md../../research-coordinator/references/creativity-mechanisms.md../../research-coordinator/core/project-state.md../../research-coordinator/core/pipeline-templates.md../../research-coordinator/core/integration-hub.md../../research-coordinator/core/guided-wizard.md../../research-coordinator/core/auto-documentation.mdOther measured skills in the registry, with their headline benchmark lift.