预测对模两可的态度,使用自然语言处理对开放式问题测量的自由描述进行自然语言处理
Jimpei Hitsuwari1,2, Hirohito Okano1, Michio Nomura3
1Graduate School of Education, Kyoto University, Kyoto, Japan.
Scientific reports
|April 9, 2024
概括
这项研究表明,对模两可的态度可以使用开放式响应来衡量,这是评估个人对模两可容忍度差异的新方法. 这种方法为传统问卷提供了一个不那么繁重的替代方案.
科学领域:
- 心理学 心理学 心理学
- 自然语言处理自然语言处理.
- 计算语言学 计算语言学
背景情况:
- 对模两可的反应的个体差异被概念化为模两可的容忍度.
- 传统的心理学研究很大程度上依赖于数值评分尺度来进行测量.
- 自然语言处理 (NLP) 的进步使得评估心理状态的新方法成为可能.
研究的目的:
- 通过使用开放式响应来研究测量对模糊性的态度的可行性.
- 将基于NLP的开放式答案分析与传统问卷方法进行比较.
- 探索一种新的,潜在的不那么繁的心理评估方法.
主要方法:
- 收集了591名参与者的在线回复,以开放式的格式呈现了三个与模两可有关的情况.
- 使用来自变压器的双向编码器表示 (BERT) 来进行文本分析.
- 相关联的NLP衍生得分与传统模糊性耐受性问卷的得分.
主要成果:
- 在NLP得分和传统问卷得分之间发现了显著的中等正相关性.
- 证明了对模两可的态度可以通过开放式响应有效地测量.
- 验证了一种用于评估心理特征的新方法.
结论:
- 使用NLP分析的开放式反应提供了对模两可的态度的有效衡量标准.
- 这种新的方法可以扩展到其他心理尺度.
- 该方法在教育和临床环境中具有潜在的应用,因为其对参与者的负担最小.
更多相关视频
05:22Dissociation of the Confounding Influences of Expectancy and Integrative Difficulty Residing in Anomalous Sentences in Event-related Potential Studies
Published on: May 9, 2019
5.4K
09:27Using Eye Movements Recorded in the Visual World Paradigm to Explore the Online Processing of Spoken Language
Published on: October 13, 2018
10.0K
相关概念视频
Surveys
14.8K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
14.8K
Attitudes
28.4K
Attitude is our evaluation of a person, an idea, or an object. We have attitudes for many things ranging from products that we might pick up in the supermarket to people around the world to political policies. Typically, attitudes are favorable or unfavorable: positive or negative (Eagly & Chaiken, 1993). And, they have three components: an affective component (feelings), a behavioral component (the effect of the attitude on behavior), and a cognitive component (belief and knowledge;...
28.4K
Naturalistic Observations
15.4K
If you want to understand how behavior occurs, one of the best ways to gain information is to simply observe the behavior in its natural context. However, people might change their behavior in unexpected ways if they know they are being observed. How do researchers obtain accurate information when people tend to hide their natural behavior? As an example, imagine that your professor asks everyone in your class to raise their hand if they always wash their hands after using the restroom. Chances...
15.4K
Stereotype Threat and Self-fulfilling Prophecies
37.6K
When we hold a stereotype about a person, we have expectations that he or she will fulfill that stereotype. A self-fulfilling prophecy is an expectation held by a person that alters his or her behavior in a way that tends to make it true. When we hold stereotypes about a person, we tend to treat the person according to our expectations. This treatment can influence the person to act according to our stereotypic expectations, thus confirming our stereotypic beliefs. Research by Rosenthal and...
37.6K
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Hindsight Biases
3.4K
Hindsight bias leads you to believe that the event you just experienced was predictable, even though it really wasn’t. In other words, you knew all along that things would turn out the way they did. Can you relate this to the phrase "Hindsight is 20/20" now?
3.4K
