Bibliography & Citations Review

A critical component of the validity check was ensuring the accuracy of the academic citations and the comprehensive series bibliography.

Citation Accuracy

Verification Status: Verified Accurate

Gemini 3.1 Pro cross-referenced dozens of citations across the site. The review confirmed that:

  • Author names are spelled correctly and listed in the proper order.
  • Publication years match the original seminal papers.
  • Journal titles, volume numbers, and issue numbers are accurate.
  • The APA formatting style is consistently applied across all bibliography pages.

Data Integrity

In addition to academic citations, the review audited the static data files (barriers.ts, impact.json). The data structures were found to be valid, and the categorization of barriers aligns logically with the theoretical frameworks discussed in the articles.

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