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. 2024 Nov 15;14:28144. doi: 10.1038/s41598-024-79776-3

Table 5.

Summary of hypothesis testing.

Hypothesis Supported Effect size Finding
H1 Yes*** Large Proactive personality has a significant positive impact on online learning engagement.
H2 Yes*** Large Proactive personality has a significant positive impact on positive emotions.
H3 Yes*** Medium Positive emotions have a significant positive impact on online learning engagement.
H4 Yes*** Medium There is a significant positive correlation between proactive personality and online learning engagement, which is strengthened through the mediating role of positive emotions.
H5 Yes*** Medium Proactive personality has a significant positive impact on learning motivation.
H6 Yes*** Large Learning motivation has a significant positive impact on online learning engagement.
H7 Yes*** Medium There is a significant positive correlation between proactive personality and online learning engagement, which is strengthened through the mediating role of learning motivation.
H8 Yes*** Medium Positive emotions have a significant positive impact on learning motivation.
H9 Yes*** Small There is a significant positive correlation between proactive personality and online learning engagement, which is strengthened through the serial mediating role of positive emotions and learning motivation.