Literature Review
Use this skill to turn a broad research question into a traceable review process with explicit search logic, screened evidence, and defensible synthesis.
Workflow
Define the review question.
- Convert vague topics into a focused question using PICO, SPIDER, PCC, or a simpler topic-scope-outcome frame.
- State population/domain, intervention or concept, comparator if any, outcomes, timeframe, geography, and document types.
- If the user has not provided scope, make conservative assumptions and label them.
Plan the search.
- Use
references/search-strategy.mdwhen designing queries, databases, source types, or grey literature searches. - Build query blocks from concepts, synonyms, acronyms, variant spellings, standards/regulations, and product or method names.
- For current, medical, legal, regulatory, or safety-sensitive topics, browse and cite primary or authoritative sources.
- Use
Screen sources.
- Use
references/screening-and-extraction.mdfor inclusion/exclusion criteria and extraction fields. - Prefer peer-reviewed papers, guidelines, standards, systematic reviews, official regulatory sources, and primary datasets.
- Exclude weak or irrelevant sources explicitly when they could otherwise bias the synthesis.
- Use
Extract evidence.
- Capture citation, year, jurisdiction/context, study type, sample/data, method, outcomes, limitations, and relevance.
- Preserve URLs, DOI/PMID/arXiv IDs, publication dates, and access dates when available.
- Do not overstate claims from abstracts alone; flag when only an abstract or secondary summary was available.
Assess quality and bias.
- Use
references/evidence-synthesis.mdfor study-quality prompts and synthesis structure. - Match appraisal to source type: randomized study, observational study, qualitative study, guideline, standard, review, dataset, or technical report.
- Separate evidence strength from volume of publications.
- Use
Synthesize and write.
- Organize by themes, chronology, methods, mechanisms, jurisdictions, outcomes, or evidence strength.
- Highlight consensus, disagreement, gaps, uncertainty, and practical implications.
- Include a source table for substantial reviews unless the user asks for prose only.
Output Patterns
For quick reviews, provide:
- Search scope and assumptions
- Key findings
- Evidence table
- Gaps and caveats
- Sources
For formal reviews, provide:
- Research question
- Methods and search strategy
- Inclusion/exclusion criteria
- Screening summary
- Evidence extraction table
- Thematic or quantitative synthesis
- Limitations
- References
For related-work sections, provide polished prose plus a short table showing how each cited work supports the narrative.
Quality Rules
- Cite sources for factual claims about papers, guidance, standards, regulations, current evidence, or market/clinical state.
- Prefer primary sources over blogs and tertiary summaries.
- Distinguish "no evidence found" from "evidence of no effect."
- Do not invent citations, DOIs, study details, sample sizes, or findings.
- Mark low-confidence claims and explain what would verify them.
- When the topic is medical, regulatory, legal, or financial, keep recommendations informational and source-grounded.
References
references/search-strategy.md: Query construction, source selection, and search logging.references/screening-and-extraction.md: Criteria, extraction tables, and evidence matrix fields.references/evidence-synthesis.md: Quality appraisal, synthesis structures, and final review checklist.