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. 2025 Sep 22;12:1613526. doi: 10.3389/fmed.2025.1613526

Table 6.

Spearman correlation between video quality and audience interaction on YouTube/ Bilibili/ TikTok.

r, p-value YouTube (N1 = 98) Bilibili (N2 = 74) TikTok (N3 = 99)
PEMAT VIQI GQS mDISCERN PEMAT VIQI GQS mDISCERN PEMAT VIQI GQS mDISCERN
Views 0.256, 0.011 0.605, <0.001 0.267, 0.008 0.191, 0.059 0.421, <0.001 0.701, <0.001 0.056, 0.579 −0.483, <0.001 - - - -
Thumbs-up 0.318, 0.001 0.607, <0.001 0.341, <0.001 0.257, 0.011 −0.144, 0.156 0.238, 0.017 0.233, 0.020 0.175, 0.083 0.152, 0.133 0.392, <0.001 0.054, 0.596 0.064, 0.532
Commentsa 0.273, 0.006 0.560, <0.001 0.378, <0.001 0.265, 0.016 −0.424, <0.001 −0.172, 0.088 0.108, 0.285 0.435, <0.001 0.072, 0.478 0.299, 0.003 −0.221, 0.028 0.117, 0.248
Collections - - - - −0.065, 0.525 0.201, 0.046 0.315, 0.002 0.227, 0.024 0.205, 0.041 0.405, <0.001 −0.017, 0.868 0.064, 0.530
Shares - - - - −0.185, 0.066 0.106, 0.295 0.312, 0.001 0.284, 0.004 0.199, 0.049 0.452, <0.001 0.015, 0.884 0.052, 0.610
Coin-operated - - - - −0.317, 0.001 −0.067, 0.508 0.286, 0.004 0.500, <0.001 - - - -

Bold text means the p-value < 0.05.

|r| ≤ 0.2 no relationship; 0.2 < |r| ≤ 0.4 weak relationship; 0.4 < |r| ≤ 0.6 moderate relationship; 0.6 < |r| ≤ 0.8 strong relationship; |r| > 0.8 very strong relationship.

a

Excluded: 16 videos on YouTube turned off the function of comments.