.5. The variance inflation factor was < .5 for all constructs. The questionnaire has favorable reliability and validity. The R^2 value was used to examine the explanatory power of the model, and the Q^2 value was used to validate the precision of model. The R^2 values were 75% for behavior intention and 53% for SRL. The Q^2 values for behavioral intention and SRL were > .50. These results indicate that both perceived usefulness and attitude toward using could explain 75% of the variance in behavioral intention and 53% of the variance in SRL. Perceived usefulness and attitude toward using also had a significant ability to predict behavioral intention and SRL (both Q^2 values > .50). R^2 and Q^2 values for perceived usefulness were 41% and .29, indicating that perceived ease-of-use could explain 41% of the variance in perceived usefulness. Attitude toward using had a lower Q^2 value (.18), indicating that attitude toward using the mobile learning app has a weak effect on behavioral intention. Path coefficients are the essential measures for assessing the structural model. H3 (β = .63, p < .05), H4 (β = .38, p < .05), and H5 (β = .60, p < .05) were supported. H1 (β = -.004, p < .05) and H2 (β = -.23, p < .05) were not supported. These findings indicate that perceived usefulness and attitude toward using positively influenced SRL, whereas perceived ease-of-use did not affect SRL. Perceived usefulness also positively influenced behavioral intention. Conclusions and Suggestions. (1) This study integrated SRL with the technology acceptance model and found that perceived usefulness and attitude toward using were the main factors affecting SRL. Research has demonstrated that students with greater SRL are more likely to proactively facilitate their own learning (behavioral intention); however, the results of our study do not support this finding. Although mobile phones are commonly used, the students in this study seem to not treat mobile phones as a learning tool. Students use mobile phones for social connections and entertainment rather than for learning. Consequently, their perception of the usefulness of the mobile learning app for learning and their intention to use it were low. Teachers must first explain the function of the mobile learning app and highlight its benefits to encourage students to use it. In addition, perceived ease-of-use did not significantly affect the adoption of the mobile learning app among students. Given that mobile phones are common, their ease-of-use and that of mobile phone apps are not usually an issue. Among students, the perceived usefulness of a mobile phone app has a greater influence on behavioral intention than perceived ease-of-use. (2) Perceived of ease-of-use positively influenced perceived usefulness. Perceived usefulness positively influenced behavioral intention, and behavioral intention positively influenced learning self-efficacy. Although not all these paths were included in the hypothesis test, they showed interesting results. Perceived usefulness had a greater effect on behavioral intention than the other factors did. Behavioral intention was positively correlated with perceived usefulness and learning self-efficacy. (3) Attitude toward using positively influenced behavioral intention and SRL, which is consistent with the findings of previous studies. However, perceived usefulness and perceived ease-of-use do not influence attitude toward using. These three factors are independent. (4) The findings of this study contribute to the field of mobile educational technology and app design. This study demonstrated that the perceived usefulness of an app is a crucial factor that should be considered during app design. Future studies should explore the factors that influence perceived usefulness among students. This study had a small sample size from a single class, limiting its generalizability. Additional research in different learning environments is warranted to gain further insights into how mobile learning apps can be improved.' > 华艺学术文献数据库
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  1. 伍柏翰, P.-H.(2017)。结合即时诊断机制的行动学习与自我调整学习模式对学生运用概念图的学习成就与行为之影响。数位学习科技期刊,9(2),1-27。
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  2. 吴慧卿, H.-C.,黄薇伊, W.-Y.(2020)。以科技接受模式探讨使用APP观赏运动赛事消费者之行为意图。体育学报,53(1),75-94。
    连结:
  3. 李坤清, K.-C.,陈怡婷, Y.-T.(2016)。不同思考方式、教学方法和学习风格对行动学习使用行为之影响。数位学习科技期刊,8(2),17-47。
    连结:
  4. 李汉岳, H.-Y.,杨介铭, J.-M.,宋曜廷, Y.-T.(2017)。数位学习实验研究品质评估与现况分析:以行动学习为例。教育科学研究期刊,62(2),31-60。
    连结:
  5. 李懿芳, Y.-F.,胡茹萍, R.-P.,田振荣, C.-J.(2017)。技术型高级中等学校技能领域课纲理念、发展方式及其转换为教科书之挑战。教科书研究,10(3),69-99。
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