lit-writeup

📁 nealcaren/social-data-analysis 📅 Jan 29, 2026
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安装命令
npx skills add https://github.com/nealcaren/social-data-analysis --skill lit-writeup

Agent 安装分布

gemini-cli 3
codex 2
claude-code 2
amp 1
trae 1

Skill 文档

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.