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Spearman correlation heatmap depicting correlations among video characteristics, engagement indicators, and evaluation scores. The figure displays correlations between video duration, engagement metrics (likes, comments, shares, and collections), and evaluation scores (GQS and mDISCERN). A mild negative association was identified between duration and both scoring indices.
