Scoping Review — Computational Tools for Second-by-Second Annotation of Movies and Stories

Generated by a 21-agent research workflow. Sections:

1. Overview & Executive Summary
2. Semantic Feature Hierarchy
3. Visual features
4. Audio features
5. Language features
6. Social features
7. Situation features
8. Affect features
9. Redundancy & Parsimony Analysis
10. Recommendations — Best-in-Class Feature Set

Companion design docs: annotation output format, deployment feasibility, implementation plan.

Catalog covers 146 tools across 15 feature subclasses.