systematic-review

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Structured methodology for comprehensive literature review following PRISMA guidelines. Use during literature search and screening stages.

aiming-lab By aiming-lab schedule Updated 3/23/2026
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name: systematic-review description: Structured methodology for comprehensive literature review following PRISMA guidelines. Use during literature search and screening stages. metadata: category: experiment trigger-keywords: "literature,review,survey,related work,prior work" applicable-stages: "3,4,5,6" priority: "3" version: "1.0" author: researchclaw references: "Page et al., The PRISMA 2020 statement, BMJ 2021"

Systematic Review Best Practice

Follow PRISMA-like methodology for literature search:

  1. Define clear inclusion/exclusion criteria BEFORE searching
  2. Use multiple databases (Semantic Scholar, arXiv, OpenAlex)
  3. Search with both broad and narrow queries
  4. Screen by title/abstract first, then full text
  5. Extract: method, dataset, metrics, key findings
  6. Synthesize gaps and opportunities, not just summaries
  7. Prioritize recent (last 2-3 years) high-citation papers
  8. Include at least one seminal/foundational paper per sub-topic
Install via CLI
npx skills add https://github.com/aiming-lab/AutoResearchClaw --skill systematic-review
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