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发现缺失的部分:在移动体验采样研究中,关于青少年媒体影响的不响应的预测因素
Anne Reinhardt1, Sophie Mayen1, Claudia Wilhelm1
1University of Vienna, Austria.
概括
移动体验采样 (MES) 有助于了解年轻人使用数字媒体,但缺少数据问题. 成绩较低的青少年更有可能错过数据,需要先进的方法来进行准确的分析.
科学领域:
- 心理学 心理学 心理学
- 媒体研究 媒体研究
- 青少年健康 青少年健康
背景情况:
- 移动体验采样 (MES) 对于研究年轻人数字媒体习惯非常有价值.
- 在MES研究中缺少数据的高率可能会损害研究的有效性.
- 了解非响应对于青年研究中准确的数据解释至关重要.
研究的目的:
- 在移动体验采样研究中确定非响应的预测因素.
- 检查影响青少年关于数字媒体使用的数据填写因素.
- 为尽量减少青年数字媒体研究中缺失数据的策略提供信息.
主要方法:
- 使用多层二进制物流回归分析.
- 调查了参与MES研究的347名青少年的样本.
- 分析了与响应几率相关的因素,以研究提示.
主要成果:
- 下午提示和户外活动是错过数据的重要预测因素.
- 报告学业表现较差的青少年更有可能错过提示.
- 发现非响应与结果变量有关.
结论:
- 在MES研究中缺少数据,特别是非随机的数据,需要先进的统计处理,如多重归算.
- 识别非响应预测因素是减轻青少年数字媒体研究中缺失数据的第一步.
- 解决缺少数据的问题确保充分利用MES数据来得出有关青少年福祉和学业成绩的有效结论.
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