基于人工智能的自我敏感性和同情心得分方法:预测模型的开发
Özlem Doğu1, Muhammed Kürşad Uçar2,3, Çiğdem Şen Tepe4
1Department of Nursing, Faculty of Health Sciences, Sakarya University, Serdivan, Sakarya, Türkiye.
International journal of mental health nursing
|July 21, 2025
概括
人工智能和机器学习模型可以预测自我敏感性和同情心. 高斯过程回归模型在这些预测中表现出最高的准确性,为心理社会干预提供了实际应用.
科学领域:
- 心理学和计算机科学 心理学和计算机科学
- 研究人工智能 (AI) 和心理社会变量之间的交集.
背景情况:
- 自我敏感和同情心对于压力管理至关重要.
- 准确测量这些心理社会变量对于有效的干预是必不可少的.
研究的目的:
- 开发和评估人工智能和机器学习模型来预测自我敏感性和同情心.
- 为了比较高斯过程回归 (GPR),神经网络回归 (Net) 和支持向量机 (SVM) 模型的预测性能.
主要方法:
- 使用高斯过程回归 (GPR),神经网络回归 (Net) 和支持向量机 (SVM) 模型.
- 使用自我敏感度和同情度量表收集数据.
- 使用MAPE,MAE,SE,MSE,RMSE,R和R2等指标评估模型性能.
主要成果:
- 高斯过程回归 (GPR) 模型实现了对自我敏感性和同情心的最高预测准确性.
- 神经网络回归 (Net) 和支持向量机 (SVM) 模型也显示出有效的预测能力.
- 在总体预测准确度方面,GPR的表现优于Net和SVM模型.
结论:
- 人工智能和机器学习模型是预测自我敏感性和同情心得分的实际工具.
- 由于其高预测准确度,GPR模型显示出显著的潜力.
- 这些发现对护理实践和心理社会干预设计有重要意义.
相关概念视频
Empathy
9.7K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.7K
Stereotype Content Model
14.9K
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...
14.9K
Egoism and Altruism
92.2K
Voluntary behavior with the intent to help other people is called prosocial behavior. Why do people help other people? Is personal benefit such as feeling good about oneself the only reason people help one another?
92.2K
Sensitivity, Specificity, and Predicted Value
670
In healthcare diagnostics, laboratory tests play a crucial role in identifying and diagnosing a wide range of medical conditions. However, interpreting test results is not always straightforward. An abnormal test result does not always confirm the presence of a disease, just as a normal result does not guarantee its absence. To assess the reliability of these diagnostic tools, healthcare practitioners rely on two key statistical indicators: sensitivity and specificity.
Sensitivity is the...
Sensitivity is the...
670
Self-Report Tests of Personality
456
Self-report inventories are objective personality assessments that use multiple-choice items or numbered scales, typically ranging from 1 (strongly disagree) to 5 (strongly agree). They are often called Likert scales after Rensis Likert. These inventories are widely used due to their ease of administration and cost-effectiveness. One of the most prominent examples is the Minnesota Multiphasic Personality Inventory (MMPI), initially developed in the 1940s to assess abnormal personality traits.
456
The Scientific Method
61.9K
Research is what makes the difference between facts and opinions. Facts are observable realities, and opinions are personal judgments, conclusions, or attitudes that may or may not be accurate. In the scientific community, facts can be established only using evidence collected through empirical research.
61.9K


