Preliminary validation data
| Case illustration | Relevant layer | Key findings |
|---|---|---|
| Color preference modeling in child interfaces (Zentner, 2001) | Layer 2: Dynamic content mediation | Children showed higher initial engagement with bright, saturated colours, but also responded positively to variety and exploratory design. This supports the need for adjustable content exposure mechanisms. |
| Gendered visibility in athletic performance (Wilson, 2025) | Layer 1: Representational audit | Disproportionate visibility of male athletes and lack of equitable amplification in AI-based platforms confirmed the necessity for audit-based bias mitigation |
| Scientific content curation in educational systems (Nilsson and Elm, 2017; Tucker, 2025) | Layers 1 and 2 | While pedagogically sound content was under-prioritized by engagement-optimized algorithms, user control over content curation improved educational alignment |
| Case illustration | Relevant layer | Key findings |
|---|---|---|
| Color preference modeling in child interfaces ( | Layer 2: Dynamic content mediation | Children showed higher initial engagement with bright, saturated colours, but also responded positively to variety and exploratory design. This supports the need for adjustable content exposure mechanisms. |
| Gendered visibility in athletic performance ( | Layer 1: Representational audit | Disproportionate visibility of male athletes and lack of equitable amplification in AI-based platforms confirmed the necessity for audit-based bias mitigation |
| Scientific content curation in educational systems ( | Layers 1 and 2 | While pedagogically sound content was under-prioritized by engagement-optimized algorithms, user control over content curation improved educational alignment |