screening

Screen research papers with LLM recommendations and user confirmation.

5|1|Updated Jan 27, 2026
One-click install
npx skills add https://github.com/gabfssilva/scimesh --skill screening
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: screening
Source: https://github.com/gabfssilva/scimesh/tree/main/skills/screening
Command: npx skills add https://github.com/gabfssilva/scimesh --skill screening

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill streamlines the process of screening research papers for systematic literature reviews by providing an interactive, LLM-assisted decision-making workflow, ensuring user confirmation for every inclusion or exclusion.

Core Features & Use Cases

  • Interactive Screening: Guides users through paper decisions with LLM recommendations.
  • Task Management: Creates and updates tasks for each paper, providing real-time progress tracking.
  • Auto-Exclusion: Automatically excludes papers based on predefined criteria without user intervention.
  • Batch Processing: Allows for efficient screening of multiple papers in parallel.
  • Decision Recording: Immediately records user decisions to the paper's index for persistent tracking.
  • Use Case: A researcher needs to filter thousands of papers for a systematic review. This Skill helps them quickly decide on each paper's relevance, ensuring no relevant paper is missed and irrelevant ones are efficiently discarded, while maintaining an auditable record of decisions.

Quick Start

Use the screening skill to begin screening papers for the current review.

Frequently Asked Questions about screening

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I screen papers for a systematic literature review interactively?

Screen papers interactively by receiving LLM-assisted recommendations for each research paper, where you confirm every inclusion or exclusion decision before it is recorded to the paper's index.

Can I automatically exclude research papers based on predefined criteria?

Yes, auto-exclusion rules automatically exclude research papers based on predefined criteria without user intervention, streamlining the systematic literature review process.

How do I handle batch processing for screening thousands of research papers?

Batch processing allows efficient screening of multiple research papers in parallel, executing user queries for maximum throughput when filtering literature for systematic reviews.

How does task management track progress during paper screening?

Task management creates and updates tasks for each paper, providing real-time progress tracking while recording user decisions immediately to a paper's index for persistent auditing.

What is the best way to maintain an auditable record of paper screening decisions?

Maintain an auditable record of paper screening decisions by interactively confirming LLM recommendations, which immediately records each inclusion or exclusion to the paper's index.

Is this interactive paper screening suitable for filtering thousands of papers?

Yes, this interactive paper screening supports filtering thousands of research papers for systematic reviews by combining auto-exclusion rules with batch processing for maximum throughput.