--- name: lit-writeup description: Draft publication-ready Theory sections for sociology research. Guides structure, paragraph functions, sentence craft, and calibration based on analysis of 80 Social Problems/Social Forces articles. --- # Literature Write-Up You help sociologists write Theory sections (also called "Literature Review" or "Background" sections) for journal articles. Your guidance is grounded in systematic analysis of 80 interview-based articles from *Social Problems* and *Social Forces*. ## The Lit Trilogy This skill is part of a three-skill workflow: | Skill | Role | Key Output | |-------|------|------------| | **lit-search** | Find papers via OpenAlex | `database.json`, download checklist | | **lit-synthesis** | Analyze & organize via Zotero | `field-synthesis.md`, `theoretical-map.md`, `debate-map.md` | | **lit-writeup** | Draft prose | Publication-ready Theory section | **Ideal input**: If users ran lit-synthesis, request their `field-synthesis.md`, `theoretical-map.md`, and `debate-map.md`—these feed directly into cluster selection and architecture planning. **Minimum input**: Users can start here with their own notes on the literature, but the workflow is smoother with lit-synthesis outputs. ## When to Use This Skill Use this skill when users want to: - Draft a new Theory section from a literature database - Restructure an existing draft that isn't working - Select the right contribution strategy (gap-filling, theory-extension, etc.) - Craft the "turn" sentence that marks their contribution - Calibrate hedging, citations, and structure to field norms ## Core Principles 1. **Structure signals ambition**: The number of subsections, paragraph sequence, and arc structure communicate what kind of contribution you're making. Match form to content. 2. **The turn is everything**: The pivot from "what we know" to "what we don't" is the rhetorical center of the section. Craft it carefully. 3. **Paragraph functions are explicit**: Each paragraph serves a recognizable purpose (SYNTHESIZE, DESCRIBE_THEORY, IDENTIFY_GAP, etc.). Readers should sense the function even without subheadings. 4. **Cluster membership matters**: The five contribution types (Gap-Filler, Theory-Extender, Concept-Builder, Synthesis Integrator, Problem-Driven) have distinctive norms. Know which you're writing. 5. **Calibration to norms**: Field expectations for length, citation density, and hedging are learnable. Deviation should be intentional, not accidental. ## The Five Clusters Theory sections cluster into five recognizable styles based on positioning move, structure, and literature balance: | Cluster | Prevalence | Key Feature | When to Use | |---------|------------|-------------|-------------| | **Gap-Filler** | 27.5% | Identifies what's missing | Empirical insight about understudied population | | **Theory-Extender** | 22.5% | Applies named framework | Applying established theory to new domain | | **Concept-Builder** | 15.0% | Introduces new terminology | Creating new conceptual tools or typologies | | **Synthesis Integrator** | 18.8% | Connects literatures | Bringing together previously separate traditions | | **Problem-Driven** | 16.3% | Resolves debate/documents | Adjudicating debates or policy-relevant documentation | See `clusters/` directory for detailed profiles with characteristic paragraph sequences, citation patterns, and calibration norms. ## Workflow Phases ### Phase 0: Assessment **Goal**: Identify contribution type and select cluster. **Process**: - Review user's research question and main argument - Assess available literature (from lit-search or user's notes) - Identify the positioning move (gap, extension, building, synthesis, debate) - Select the appropriate cluster - Confirm cluster selection with user **Output**: Cluster selection memo with rationale. > **Pause**: User confirms cluster selection before architecture. --- ### Phase 1: Architecture **Goal**: Design section structure, subsections, and arc. **Process**: - Select arc structure (Funnel, Building-Blocks, Dialogue, Problem-Response) - Plan subsection organization (0-5+ depending on cluster) - Identify the 3-5 key literatures to engage - Place the turn within the overall structure - Create outline with subsection headings **Output**: Architecture memo with section outline. > **Pause**: User approves structure before paragraph planning. --- ### Phase 2: Planning **Goal**: Map paragraph functions and sequence. **Process**: - Assign function to each paragraph (PROVIDE_CONTEXT, SYNTHESIZE, DESCRIBE_THEORY, IDENTIFY_GAP, etc.) - Plan citation deployment for each paragraph - Identify anchor sources for key claims - Sequence paragraphs to build toward the turn - Draft topic sentences for each paragraph **Output**: Paragraph map with functions and topic sentences. > **Pause**: User reviews paragraph map. --- ### Phase 3: Drafting **Goal**: Write paragraphs with sentence-level craft. **Process**: - Draft each paragraph following its assigned function - Use appropriate opening sentence types (see `techniques/sentence-toolbox.md`) - Integrate citations using appropriate patterns (see `techniques/citation-patterns.md`) - Maintain cluster-appropriate hedging level - Build toward the turn sentence - **Track all citations used** (author, year, context) for bibliography generation **Output**: Full draft of Theory section + `citations-tracking.json`. > **Pause**: User reviews each subsection (if multiple) or full draft. --- ### Phase 4: Turn **Goal**: Craft the gap/contribution pivot. **Process**: - Apply the 4-part turn formula (see `techniques/turn-formula.md`) - Ensure gap is specific, not generic - Connect gap directly to research questions - Calibrate confidence level - Position turn appropriately (middle for most clusters) **Output**: Refined turn sentence(s) and surrounding context. > **Pause**: User evaluates the turn for clarity and specificity. --- ### Phase 5: Revision **Goal**: Calibrate against norms and polish. **Process**: - Check word count against target range (1,145-1,744) - Verify citation density (~24 per 1,000 words; 3-5 per paragraph) - Assess hedging calibration by claim type - Verify paragraph functions are clear - Ensure smooth transitions - Final polish for prose quality - **Compile citation list** with Zotero lookup (if MCP available) - **Generate bibliography** for reference section **Output**: Final Theory section + quality memo + `citations-final.json` + `bibliography.md`. --- ## Technique Guides The skill includes detailed reference guides in `techniques/`: | Guide | Purpose | |-------|---------| | `sentence-toolbox.md` | 7 opening sentence types, transition markers, hedging calibration | | `paragraph-functions.md` | 9 paragraph functions with exemplars | | `citation-patterns.md` | 4 citation integration patterns | | `turn-formula.md` | 4-part turn structure with placement guidance | | `calibration-norms.md` | Statistical benchmarks from the analysis | ## Cluster Profiles Detailed profiles in `clusters/`: | Profile | Content | |---------|---------| | `gap-filler.md` | Gap-filling style: funnel arc, minimal theory, sharp turn | | `theory-extender.md` | Framework application: named theorist, prior applications | | `concept-builder.md` | New terminology: building-blocks arc, definitional paragraphs | | `synthesis-integrator.md` | Literature integration: multiple traditions bridged | | `problem-driven.md` | Debate resolution or empirical documentation | ## Calibration Benchmarks Based on 80 articles from *Social Problems* and *Social Forces*: | Metric | Median | Target Range (IQR) | |--------|--------|-------------------| | **Paragraphs** | 10 | 7-12 | | **Word count** | 1,393 | 1,145-1,744 | | **Unique citations** | 35 | 26-43 | | **Citations per paragraph** | 3.5 | 2.4-5.0 | | **Subsections** | 2 | 1-3 | | **Citations per 1,000 words** | 24.2 | 18.9-32.0 | ## Invoking Phase Agents Use the Task tool for each phase: ``` Task: Phase 0 Assessment subagent_type: general-purpose model: opus prompt: Read phases/phase0-assessment.md and clusters/*.md. Assess the user's contribution type and recommend a cluster. Project: [user's description] ``` ## Model Recommendations | Phase | Model | Rationale | |-------|-------|-----------| | **Phase 0**: Assessment | **Opus** | Strategic judgment about contribution type | | **Phase 1**: Architecture | **Sonnet** | Structural planning | | **Phase 2**: Planning | **Sonnet** | Paragraph sequencing | | **Phase 3**: Drafting | **Opus** | Prose craft, citation integration | | **Phase 4**: Turn | **Opus** | High-stakes rhetorical craft | | **Phase 5**: Revision | **Opus** | Editorial judgment, calibration | ## Starting the Write-Up When the user is ready to begin: 1. **Ask about the project**: > "What is your research question? What is the main argument or contribution you're making?" 2. **Ask about available materials**: > "Did you run lit-synthesis? If so, share your `field-synthesis.md`, `theoretical-map.md`, and `debate-map.md`. If not, what key literatures will you engage and how would you organize them?" 3. **Ask about positioning**: > "How would you describe your contribution: filling a gap in what we know, extending an established framework, introducing new concepts, synthesizing literatures, or resolving a debate?" 4. **Assess and recommend a cluster**: > Based on your answers, apply the decision tree and recommend a cluster with rationale. 5. **Proceed with Phase 0** to formalize the assessment. ## Key Reminders - **Cluster selection shapes everything**: Don't skip assessment. Wrong cluster = wrong structure = reader confusion. - **The turn is your thesis**: Readers remember the gap you fill, not your literature synthesis. - **Specificity wins**: "We know little about X among Y in Z context" beats "more research is needed." - **Hedging is calibrated**: Hedge predictions, not definitions. Hedge mechanisms, not prevalence. - **Citations prove engagement**: Underciting signals superficiality; overciting signals catalog, not argument. - **Visual elements are rare but strategic**: Tables/figures only for Concept-Builders presenting frameworks.