literature-review
Systematic Literature Review
Conduct rigorous, reproducible literature searches with verified citations.
When to Use
- Conducting systematic literature review
- Synthesizing knowledge on a topic
- Writing the PLANNING phase literature review
- Populating
.research/literature/directory - Updating
manuscript/background.md - Meta-analysis or scoping reviews
- Finding prior work on techniques
Core Workflow
1. PLAN → Define question, scope, databases
2. SEARCH → Systematic, documented searches
3. SCREEN → Apply inclusion/exclusion criteria
4. EXTRACT → Pull key data from sources
5. SYNTHESIZE → Identify themes, patterns, gaps
6. VERIFY → Validate all citations
7. DOCUMENT → Create reproducible record
Phase 1: Planning
Define Research Question (PICO Framework)
For clinical/biomedical topics:
- Population: Who is studied?
- Intervention: What treatment/exposure?
- Comparison: Versus what?
- Outcome: What is measured?
Example: "What is the efficacy of CRISPR-Cas9 (I) for treating sickle cell disease (P) compared to standard care (C)?"
Develop Search Strategy
## Search Strategy for: [Topic]
### Core Concepts
1. [Primary concept] - synonyms: [alternative terms]
2. [Secondary concept] - synonyms: [alternative terms]
3. [Methodological aspect]
### Search Queries
- "[concept1] AND [concept2]"
- "[method] in [application domain]"
- "review [topic]" (for overview papers)
### Databases to Search
- [ ] PubMed (biomedical)
- [ ] bioRxiv (preprints)
- [ ] arXiv (computational, physics)
- [ ] Semantic Scholar (cross-disciplinary)
- [ ] OpenAlex (open access)
- [ ] Google Scholar (broad coverage)
### Inclusion Criteria
- Date range: [start] to [end]
- Languages: [list]
- Study types: [list]
### Exclusion Criteria
- [criterion 1]
- [criterion 2]
Phase 2: Systematic Search
Documenting Searches
For each database, record:
## Database: PubMed
- **Date searched**: YYYY-MM-DD
- **Date range**: [start] to [end]
- **Search string**:
("CRISPR"[Title] OR "Cas9"[Title]) AND ("sickle cell"[MeSH] OR "SCD"[Title/Abstract])
- **Results**: N articles
- **Notes**: [any filter applied]
PubMed Search Tips
- Use MeSH terms:
"disease name"[MeSH] - Field tags:
[Title],[Title/Abstract],[Author] - Boolean: AND, OR, NOT
- Date filter:
2020:2024[Publication Date] - Article type:
"Review"[Publication Type]
bioRxiv/medRxiv
- Preprints - NOT peer-reviewed
- Check if subsequently published
- Note version and date
Semantic Scholar / OpenAlex
- Good for citation networks
- Cross-disciplinary coverage
- Can find highly-cited papers
Phase 3: Screening
PRISMA Flow
Records identified (n = X)
├─ Duplicates removed (n = Y)
├─ Records screened (n = Z)
│ └─ Excluded by title/abstract (n = A)
├─ Full-text assessed (n = B)
│ └─ Excluded with reasons (n = C)
└─ Studies included (n = D)
Screening Checklist
For each paper:
- Meets inclusion criteria
- Doesn't meet exclusion criteria
- Relevant to research question
- Sufficient quality (peer-reviewed, appropriate methods)
Phase 4: Data Extraction
Extract from Each Source
- Metadata: Authors, year, journal, DOI
- Study design: Methods, population, sample size
- Key findings: Main results, effect sizes
- Limitations: Noted by authors
- Relevance: How it relates to your question
- Quality: Assessment of rigor
Literature Note Template
Create in .research/literature/[topic].md:
# Literature Review: [Topic]
Date: YYYY-MM-DD
Search strategy: [link to search doc]
## Summary
[2-3 sentence overview of the literature landscape]
## Key Themes
### Theme 1: [Name]
[Synthesis across multiple papers - NOT paper-by-paper]
Key points:
- Point 1 (Author1, Year; Author2, Year)
- Point 2 (Author3, Year)
### Theme 2: [Name]
...
## Gaps and Controversies
- [Gap 1]: Limited research on...
- [Controversy]: Conflicting results regarding...
## Key Papers
### Author (Year) - Title
- **DOI**: 10.xxxx/xxxxx
- **Main finding**: [One sentence]
- **Relevance**: [How it relates to your work]
- **Limitations**: [Key caveats]
## References
[BibTeX or formatted references]
Phase 5: Thematic Synthesis
Do This ✓
Organize by themes, not by paper:
Multiple delivery approaches have been investigated. Viral vectors
(AAV) showed high efficiency (65-85%)¹⁻¹⁵ but raised immunogenicity
concerns³,⁷. Lipid nanoparticles demonstrated lower efficiency
(40-60%) but improved safety¹⁶⁻²³.
Don't Do This ✗
Paper-by-paper summary:
Smith (2020) found that viral vectors work well. Jones (2021)
also used viral vectors. Wang (2022) tried nanoparticles...
Synthesis Template
## Thematic Synthesis
### Theme: [Name]
**Current understanding**: [Summary of what is known]
**Consensus areas**: [What most studies agree on]
**Controversies**: [Conflicting findings]
**Gaps**: [What's missing from the literature]
**Evidence quality**: [Overall assessment]
Phase 6: Citation Verification
CRITICAL: Verify All Citations
NEVER fabricate citations. Every claim must have a verifiable source.
Verification Checklist
For each citation:
- DOI resolves correctly
- Author names match
- Year is correct
- Title matches
- Journal name correct
Citation Styles
APA (7th Edition)
Smith, J. D., Johnson, M. L., & Williams, K. R. (2023). Title of article.
Journal Name, 22(4), 301-318. https://doi.org/10.xxx/yyy
Nature
Smith, J. D., Johnson, M. L. & Williams, K. R. Title of article.
Nat. Rev. Drug Discov. 22, 301-318 (2023).
Vancouver
Smith JD, Johnson ML, Williams KR. Title of article.
Nat Rev Drug Discov. 2023;22(4):301-18.
Phase 7: Documentation
Output Files
| File | Location | Purpose |
|---|---|---|
| Search strategy | .research/literature/search_[topic].md |
Reproducibility |
| Literature notes | .research/literature/[topic].md |
Findings |
| BibTeX file | .research/literature/[topic].bib |
Citations |
| PRISMA diagram | .research/literature/prisma_[topic].md |
Flow |
BibTeX Entry Template
@article{smith2023,
author = {Smith, John D. and Johnson, Mary L. and Williams, Karen R.},
title = {Title of the Article},
journal = {Journal Name},
year = {2023},
volume = {22},
number = {4},
pages = {301--318},
doi = {10.xxx/yyy},
pmid = {12345678}
}
Integration with RA Workflow
PLANNING Phase Connection
Literature review is a gate for entering DEVELOPMENT:
- At least one literature search completed → ✓ Creates
.research/literature/content - background.md has at least a rough draft → Uses literature synthesis
After Literature Review
- Update
.research/literature/with findings - Draft sections in
manuscript/background.md - Add citations to
.research/literature/*.bib - Log activity in
.research/logs/activity.md - Update
tasks.mdwith identified gaps
Connection to Other Skills
- →
/write_background: Uses literature synthesis to draft background - →
/hypothesis_generation: Literature informs hypothesis development - ←
/deep_research: Alternative invocation for same functionality
Quality Checklist
Before completing a literature review:
- Search strategy documented with all parameters
- Multiple databases searched (minimum 3)
- Inclusion/exclusion criteria clearly stated
- PRISMA flow documented
- Findings synthesized thematically (not paper-by-paper)
- All DOIs verified
- Citations formatted consistently
- Gaps and controversies identified
- Key papers annotated
- BibTeX file created
Common Pitfalls
| Pitfall | Problem | Solution |
|---|---|---|
| Single database | Misses relevant papers | Search 3+ databases |
| No documentation | Not reproducible | Record all search parameters |
| Paper-by-paper | No synthesis | Organize thematically |
| Unverified citations | Errors and fabrication | Check every DOI |
| Too broad | Thousands of results | Refine with specific terms |
| Too narrow | Misses relevant work | Include synonyms |
| Ignoring preprints | Misses latest findings | Include bioRxiv/medRxiv |
| No quality assessment | Treats all evidence equally | Assess study quality |
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