Internal Wiki
Audit reports, methodology documentation, and code reviews produced during the development of the taxonomy. These pages provide full transparency into the verification process.
Reports
Ground Truth Verification Verification
External verification of all 2,433 papers and 25 crisis events against primary sources. Confirms that every data point in the corpus is traceable to a real publication or documented event.
Scoring Explained Documentation
Per-paper scoring detail with red-flag badges for irrelevant papers. Walks through the composite scoring formula with worked examples showing how literature volume, citation impact, and crisis evidence combine into channel-level scores.
Citation Audit Audit
78 citation fixes across both the full paper and journal version. Documents every correction: phantom citations removed, orphaned references resolved, year mismatches fixed, and author name standardizations applied.
Methodology Explained Documentation
Complete narrative of the three-pillar methodology with worked examples and independent verification. Covers the OpenAlex retrieval strategy, Boolean query construction, composite scoring derivation, and qualitative channel selection process.
Pipeline Documentation Documentation
Technical reference for all Python functions in the replication pipeline. Documents inputs, outputs, dependencies, and edge cases for each script in the scripts/ directory.
Hostile Code Review Review
Line-by-line review of all Python code in the repository. Identifies potential bugs, data-handling edge cases, and areas where implementation choices could affect reproducibility.