Model Media: Xia Qingzi Meng Ruoyu The Impr Verified !link!

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| Category | Variable | Operational Definition | |----------|----------|------------------------| | | Stylistic Index (SI) | Composite of shot‑length, color palette, on‑screen text density (PCA‑derived). | | | Posting Cadence (PC) | Average days between uploads; variance indicates schedule regularity. | | | Platform Affordance Utilization (PAU) | Binary flags for use of duet , stitch , live‑poll , AR filter . | | Impr‑Verified Metrics | Verified Views (VV) | Platform‑filtered view count. | | | Verified Watch‑Time (VWT) | Sum of seconds watched, after anti‑bot filtering. | | | Sentiment‑Adjusted Engagement (SAE) | (Likes + Shares + Comments) × average comment sentiment score. | | Control Variables | Video Length (seconds) | Directly logged. | | | Topic Category (e.g., fashion, lifestyle, tech) | Coded manually for 10% sample; then ML‑classified. | model media xia qingzi meng ruoyu the impr verified