cyberneticlibrary

Run systematic literature reviews

scientific-thinking-literature-reviewskillsetup L20
Sheshiyer/skill-clusters
What it does

Conduct systematic literature reviews with search logging and synthesis

Best for

Building citation-backed background sections where systematic protocol and deduplication rules prevent claim gaps.

Inputs
  • · research question
  • · database list
  • · inclusion/exclusion criteria
Outputs
  • · literature review report
  • · evidence synthesis table
  • · search protocol log
Requires
  • · PubMed API
  • · arXiv API
  • · Semantic Scholar
Preconditions

Research question clearly defined; databases accessible; date range specified

Failure modes
  • · citation inconsistencies
  • · duplicate deduplication errors
  • · database API rate limits
Trust signals
  • · search log template
  • · extraction data structure
  • · high/medium/low confidence labeling