Scoring Criteria

Contribution is scored with an emphasis on (i) clear relatedness to a specific IP (mention, context, interaction patterns), (ii) quality and constructive positivity (originality, semantic/affective signals), (iii) persistence over time (consistent participation beyond bursts), and (iv) propagation/impact (secondary diffusion, network reach, external spillover). Scores are normalized across platforms, deduplicated, and subjected to anomaly detection. Detailed weights are versioned internally; categories and change logs are published while fine‑grained weights are withheld to reduce gaming.