How does the skill handle low-quality literature sources?

The skill includes failure handling that automatically marks evidence confidence by source if the corpus quality is low.

Can I use this for specific academic disciplines?

Yes, the skill reads 'journal.emphasis' and 'method.family' profiles to tailor the synthesis to specific disciplinary requirements.

Does it support citation verification?

Yes, citation-verification is a required policy for this skill, ensuring all synthesized claims are linked back to the source.

What happens if citation metadata is missing?

If citation metadata is incomplete, the skill produces a verification backlog to help you address the missing information.

What kind of outputs can I expect from this skill?

It generates three primary outputs: a concept matrix, an evidence table, and a gap summary with next-step questions.

Literature Synthesis & Research Analysis

Name: Literature Synthesis & Research Analysis
Author: zzwwbs

byzzwwbs

0•

数据科学与机器学习

Synthesizes academic literature and research corpora into evidence-linked thematic matrices and structured gap summaries.

This skill automates the rigorous process of academic literature review by segmenting research streams and extracting key claims, methods, and boundaries. It transforms a corpus of papers into structured outputs like concept matrices and evidence tables while strictly adhering to citation verification and disciplinary theory standards. Ideal for social science researchers and academics, it helps identify unexplored research questions and organizes vast amounts of study data into actionable, evidence-linked thematic outputs with built-in quality handling for varying source confidence.

主要功能

010 GitHub stars

02Automated concept and evidence matrix generation

03Citation-verified claim and method extraction

04Systematic research gap identification and mapping

05Evidence confidence scoring based on source quality

06Discipline-specific theoretical boundary analysis

使用场景

01Generating structured thematic reviews for academic dissertations or peer-reviewed papers

02Identifying unexplored research questions and theoretical gaps within a specific field

03Organizing large-scale research corpora into evidence-linked tables for systematic analysis

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add zzwwbs/claude-marketplace-social-science literature-synthesis

For use in Claude.ai and ChatGPT

Download Skill