人们会犯错误:从主观构造的持续注释中获得准确的基本真理
Brandon M Booth1, Shrikanth S Narayanan2
1Department of Computer Science, University of Memphis, 38152, Memphis, TN, USA. brandon.m.booth@gmail.com.
Behavior research methods
|September 30, 2024
概括
这项研究引入了一种新方法,可以使用连续注释来准确地测量心理状态. 新型管道显著提高了收集数据的可靠性和有效性,增强了构造测量.
科学领域:
- 心理测量 心理测量 心理测量
- 人与计算机的交互
- 认知科学 认知科学
背景情况:
- 精确的时间表现精神状态对于理解复杂的动态至关重要.
- 有限的方法研究存在于连续时间注释的有效性和可靠性.
- 目前用于连续时间注释的方法面临着对有效性和可靠性的重大威胁.
研究的目的:
- 呈现一个心理测量角度对有效和可靠的构造评估随着时间的推移.
- 检查间隔尺度连续时间注释的稳定性.
- 提出一种新的管道,用于生成可靠的地面真相数据.
主要方法:
- 用心理测量方法来评估有效性和可靠性.
- 检查了间隔尺度连续时间注释的稳定性.
- 开发了一种结合新兴技术的新型地面真相生成管道.
主要成果:
- 确定了当前连续注释方法对有效性和可靠性的三个主要威胁.
- 拟议的管道在一个关于群众来源的电影暴力注释的案例研究中证明了有效性.
- 该管道在总结的评级中实现了0.95的斯皮尔曼相关性,比0.15的基线显著改善.
结论:
- 从连续的注释中可以生成高度准确的地面真实信号.
- 比较注释 (例如,a与b) 可以纠正连续数据中的结构错误.
- 需要向强大的构造测量随着时间的推移而转向范式转变.
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