Does this skill write the actual text of the paper?

No, the Evidence Binder is designed for structural binding and mapping only; it produces JSONL data and gap reports to guide the writing process.

What is an evidence-first methodology?

It is a structural approach where content is mapped to factual evidence and specific IDs before any prose is written, preventing 'hollow' writing and hallucinations.

Can I use this for non-academic writing?

Yes, it is highly effective for technical documentation, whitepapers, or any professional content requiring strict adherence to source material.

How does it identify research gaps?

It compares the requirements in subsection briefs against the available evidence in your bank, flagging missing metrics, benchmarks, or claims.

Evidence Binder

Name: Evidence Binder
Author: WILLOSCAR

byWILLOSCAR

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163

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学習とドキュメンテーション

Binds specific research evidence and citations to document subsections to ensure data-driven, fact-based content creation.

Evidence Binder acts as a critical bridge between raw research data and the final writing process by mapping specific evidence IDs from a centralized bank to individual subsections of an outline. By enforcing an evidence-first methodology, it prevents 'hollow writing' and hallucination, ensuring every section has sufficient, diverse supporting material before prose is even drafted. It automatically identifies coverage gaps where more research is needed and provides a detailed report on evidence density and citation mapping to maintain high academic and technical standards.

主な機能

01Validates citation keys against BIB files for academic accuracy

02Enforces density contracts to ensure sufficient citation volume per section

03Maps evidence IDs from centralized JSONL banks to specific H3 subsections

04163 GitHub stars

05Generates automated gap reports to identify missing research fields

06Prevents prose generation to focus exclusively on factual grounding

ユースケース

01Validating that complex reports are fully backed by existing research data

02Structuring high-density academic papers or technical whitepapers

03Managing large-scale literature reviews with automated mapping

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willoscar/research-units-pipeline-skills evidence-binder

For use in Claude.ai and ChatGPT

Download Skill