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Grok+17 agentsAI Nonfiction Chapter Evidence Organizer
Organize research notes and source excerpts into a structured evidence matrix to audit claims and identify gaps.
Free
AI Nonfiction Chapter Evidence Organizer
Example session with this skill installed
Topic: The impact of remote work on urban planning. Chapter: 'The Mid-sized City Boom'.
Notes: S1 (Johnson 2022) says 15% migration increase to Tier 2 cities. S2 (Urban Institute) contradicts this, says growth is flat in some regions. Objective: Show how mid-sized cities are adapting. Style: APA.
- Read your context and instructions
- Compiled the ai nonfiction chapter
- Generated the document
I have organized your research notes for 'The Mid-sized City Boom' into an evidence matrix and identified a primary conflict between your sources regarding migration rates.
Chapter Evidence Organizer
1. Chapter Objective
Analyze how the shift to remote work influences the growth and infrastructure adaptation of mid-sized (Tier 2) cities, addressing both growth trends and regional stagnation.
2. Chapter Outline / Research Questions
- What is the quantified migration shift to Tier 2 cities post-2020?
- Which regions are experiencing growth versus those remaining flat?
- How are city planners modifying urban infrastructure for a remote workforce?
3. Chapter Evidence Matrix
| Claim / Research Question | Evidence & Source ID | Source Location | Support Type / Status | Caveats or Context | Next Action |
|---|---|---|---|---|---|
| 15% migration increase to Tier 2 cities | Johnson 2022 (S1) | Not provided | Supported | Specific to Johnson's dataset | Verify if this is national or regional |
| Growth is flat in specific regions | Urban Institute (S2) | Not provided | Conflicting | Challenges the "boom" narrative | Identify which specific regions are flat |
| Infrastructure adaptation | Needs Evidence | N/A | Unsupported | No data provided in notes | Find source for city planning changes |
4. Source Register
| Source ID | Author / Organization | Title | Date | URL / DOI | Page / Section | Missing Details |
|---|---|---|---|---|---|---|
| S1 | Johnson | Not provided | 2022 | Not provided | Not provided | Title, URL, Page numbers |
| S2 | Urban Institute | Not provided | Not provided | Not provided | Not provided | Date, Title, URL |
5. Conflicts, Limitations, and Unsupported Claims
Statistical Conflict: S1 claims a 15% increase while S2 reports flat growth. This suggests regional variance that needs to be clarified to avoid overgeneralization.
Gap: There is currently zero evidence provided regarding "how cities are adapting" (infrastructure/policy), which is a core chapter objective.
6. Citation Reminders
- APA requires page numbers for direct paraphrasing of specific statistics (S1's 15% figure).
- Obtain full titles and dates for both S1 and S2 to move beyond placeholder citations.
7. Research Checklist
- Locate the specific Urban Institute report to define "flat growth" regions.
- Find two case studies of mid-sized cities changing zoning or transit for remote workers.
- Cross-reference Johnson’s 15% figure with a second demographic source.
Next steps
- Provide the full titles or URLs for S1 and S2 so I can map the missing metadata.
- Share any notes you have on specific city adaptations (e.g., coworking tax credits or bike lane expansions).
- Decide if the chapter will lead with the growth narrative or the regional disparity.
ai-nonfiction-chapter-evidence-organizer.pdf
PDF · document
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
About this skill
Nonfiction writing requires more than just prose; it requires a defensible architecture of facts. When your research notes are a scattered mess of PDFs, web clippings, and rough ideas, the risk of misattribution or factual gaps is high. This skill transforms your raw research inputs into a structured evidence matrix, ensuring every claim in your chapter is backed by a verified source.
What it does
- Evidence Mapping creates a traceable link between chapter claims and specific source excerpts.
- Source Integrity distinguishes between direct quotes, paraphrasing, and author interpretations to prevent accidental plagiarism.
- Gap Analysis identifies unsupported claims or conflicting evidence that requires further investigation.
- Citation Tracking flags missing metadata like page numbers or DOIs before you start drafting.
- Conflict Identification highlights where sources disagree, helping you address nuance in your writing.
How it works
- Input Research by providing your chapter objectives, source excerpts, and any existing notes.
- Review the Matrix to see which sections of your chapter lack sufficient evidence.
- Audit Conflicts using the generated list of discrepancies and unsupported claims.
- Execute Checklist items to fill research gaps and finalize citations.
Frameworks & tools
This skill is framework-agnostic and works with any nonfiction writing workflow, from academic publishing to business whitepapers. It supports standard citation styles like APA, MLA, and Chicago by identifying missing metadata fields in your provided sources.
Why this beats prompting it yourself
Generic prompts often hallucinate facts or "fill in the blanks" for missing citations. This skill is hardcoded with safeguards to never invent sources, ensuring your work remains academically and legally sound. It maintains a strict separation between what a source actually says and what you intend to claim.
Use cases
- Auditing a finished draft to ensure every factual claim has a corresponding citation.
- Organizing heavy research for a complex book chapter before the writing phase begins.
- Preparing a research handoff for an editor or fact-checker to verify your work.
- Identifying specific research "holes" that need new sources or expert interviews.
Known limitations
Does not perform independent web searches or verify the external truth of your sources. You must provide the source text and metadata. It cannot generate full bibliographies if metadata is missing.
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