What is the primary requirement to use this skill?

You must have an approved output/PROTOCOL.md file in your workspace that contains the specific inclusion and exclusion criteria for your review.

How does the skill handle papers with insufficient information?

The skill follows a strict guardrail: if information is insufficient to confirm inclusion, it defaults to 'exclude' and explicitly states the missing requirement in the reason column.

What formats are supported for the candidate paper list?

Screening Manager natively supports papers/papers_raw.jsonl, papers/papers_dedup.jsonl, and papers/core_set.csv.

Can this skill modify my existing research protocol?

No, this skill is designed to consume a locked protocol. If the screening results suggest the criteria are too broad or narrow, you should manually update the PROTOCOL.md and then re-run the screening.

Screening Manager

Name: Screening Manager
Author: WILLOSCAR

byWILLOSCAR

•

Ciencia de Datos y ML

Manages systematic literature screening by evaluating titles and abstracts against formal research protocols to generate auditable logs.

The Screening Manager skill automates the critical title and abstract screening phase of systematic reviews, ensuring a rigorous, evidence-first approach to literature selection. By extracting inclusion and exclusion criteria directly from a locked protocol document, it evaluates paper candidates deterministically and records every decision in a structured CSV log. This skill is designed to prevent 'hollow' research by requiring explicit justifications for every inclusion or exclusion, making the entire screening process transparent, reproducible, and ready for human audit or peer review.

Características Principales

01Generates detailed, auditable CSV logs with ISO-timestamped records

02Deterministic screening of paper titles and abstracts against inclusion/exclusion criteria

0389 GitHub stars

04Supports multiple candidate pool formats including JSONL and CSV

05Mandatory justification mapping that links every decision back to protocol clauses

06Automated protocol extraction from PROTOCOL.md for grounded decision-making

Casos de Uso

01Auditing large sets of research papers to ensure compliance with study boundaries

02Executing the title/abstract screening stage (C2) of a systematic literature review

03Building reproducible research pipelines with evidence-first documentation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willoscar/research-units-pipeline-skills screening-manager

For use in Claude.ai and ChatGPT

Download Skill