literature-review · git:20260509.985a114 · 2026-05-09 · sha256 8b519ebf992adaca
literature-review git:20260509.985a114A
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--- name: literature-review description: Build or audit a literature review: evidence map, gaps, synthesis plan. argument-hint: "[topic, draft literature review, paper list, Zotero export, or claimed contribution]" --- # Literature Review Evidence Mapper ## Heritage and scope This is an original Open Science Skills workflow for experimental and computational social science. It remixes high-level ideas from Cheng-I Wu's *Academic Research Skills for Claude Code* (CC BY-NC 4.0), especially evidence mapping, source verification, and mode separation between narrative literature review and formal systematic review. It is not a full ARS pipeline and should not copy ARS prose. ## Instructions ### 1. Classify the review task Decide what the user needs: - **Narrative/theory review:** organize concepts, mechanisms, and debates for an introduction. - **Design precedent review:** identify prior treatments, measures, samples, estimands, or analysis strategies. - **Contribution audit:** test whether the claimed gap survives contact with the closest prior work. - **Evidence map:** summarize what each study establishes, where it applies, and what remains unresolved. - **Systematic-review escalation:** when the user needs exhaustive search, screening, risk-of-bias, and PRISMA reporting. Default to a narrative/evidence-map review unless the user explicitly asks for a systematic review, meta-analysis, or PRISMA-compliant output. ### 2. Define the question and boundaries Before summarizing papers, specify: - Research question or review question. - Population, setting, outcome, treatment/exposure, and mechanism scope. - Disciplines and literatures that must be included. - Time window and language restrictions, if any. - Inclusion/exclusion logic for sources. - What counts as "closest prior work." If the user only gives a broad topic, first produce a short scoping memo with 2-4 possible review boundaries rather than writing a generic review. ### 3. Build the source base Use the user's supplied sources first. Then identify obvious missing source classes: - Seminal theoretical anchors. - Most recent directly related empirical work. - Meta-analyses, registered reports, study registries, or working-paper series. - Methods papers that justify the research design. - Null findings, failed replications, or unpublished registered studies when visible. - Adjacent literatures that use different vocabulary for the same construct. Run `citation-check` when the source list is large, messy, DOI-heavy, or likely to contain stale working papers. ### 4. Extract evidence, not summaries For each important source, record: - **Claim actually supported:** one sentence, no inflation. - **Design and identification:** sample, setting, treatment/exposure, comparison, outcome, estimand, and key limitations. - **Observable implication:** what the source lets a reader expect in the user's setting. - **Boundary condition:** where the finding may fail. - **Use in the user's paper:** background, theory, design precedent, measurement precedent, competing explanation, or gap support. Do not produce chronological "Author A says X, Author B says Y" prose unless chronology is theoretically important. ### 5. Cluster the literature Organize sources into 3-6 clusters. Prefer conceptual or mechanism clusters over method-only clusters: - Mechanism families. - Competing theories. - Measurement traditions. - Empirical settings or populations. - Identification strategies. - Evidence-quality tiers. For each cluster, state what is settled, what is contested, and what would change the interpretation. ### 6. Test the claimed gap Write a gap verdict: - **Holds:** no close prior work answers the same question with the same population/mechanism/design. - **Partly holds:** prior work answers part of it; the contribution must be narrowed. - **Does not hold:** the claimed contribution is already established; reframe as replication, extension, boundary test, or synthesis. - **Cannot assess:** missing sources or inaccessible source text prevent judgment. When the gap is weak, propose a better contribution frame rather than only criticizing it. ### 7. Compose with sibling skills - Use `narrative-building` after the evidence map exists to turn the review into the "Why-to-If-Then" funnel. - Use `hypothesis-building` when the review implies falsifiable expectations and estimands. - Use `pre-registration-writing` when the review supports confirmatory hypotheses. - Use `methods-reporting` when reviewing how prior studies report designs, sample flow, and transparency. - Use `journal-review` when auditing someone else's manuscript for novelty and placement. ## Output Produce a `Literature Review Evidence Map`: ``` # Literature Review Evidence Map Review question: Scope and exclusions: Search/source base: Gap verdict: Holds / Partly holds / Does not hold / Cannot assess ## Closest Prior Work | Source | What it actually establishes | Boundary | Relation to user's claim | ## Evidence Clusters ### Cluster 1: <name> Settled: Contested: Missing: Key sources: ## Contribution Diagnosis Claimed gap: Verdict: Better contribution frame: ## Literature Review Architecture 1. <section purpose> 2. <section purpose> 3. <section purpose> ## Sentences the Review Must Earn - <sentence-level claim that needs source support> ## Sources Needing Verification | Source | Why | ``` ## Quality checks - [ ] The review question and scope are explicit. - [ ] Closest prior work is identified before novelty is judged. - [ ] Each key source is tied to an observable implication or boundary condition. - [ ] The output distinguishes settled evidence from contested evidence. - [ ] The gap verdict is calibrated, not inflated. - [ ] Publication bias, registered studies, and null findings were considered when relevant. - [ ] `citation-check` was invoked or recommended when source integrity was uncertain. - [ ] The synthesis plan can feed directly into `narrative-building`.