预测人际敏感性:大学生心理障碍早期干预的预测模型
Min Zhang1, Kailei Yan2, Yufeng Chen2
1Department of Student Affairs, Wenzhou University, Wenzhou, 325035, China.
Computers in biology and medicine
|March 16, 2024
概括
这项研究引入了一种先进的AI模型,用于预测大学生的人际敏感性,这对于解决社会焦虑和抑郁症至关重要. 该模型的准确性达到97.186%,识别了关键的心理指标.
科学领域:
- 心理学 心理学 心理学
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 心理障碍,如社会焦虑和抑郁,会对大学生的学业成绩和发展产生负面影响.
- 早期识别人际敏感性对于及时干预和支持至关重要.
研究的目的:
- 开发和验证一个高效的智能预测模型,用于识别大学生的人际敏感性.
- 提高对促进大学生人际关系敏感性的因素的理解.
主要方法:
- 一个新的预测模型,bREMFO-KELM,是使用增强的火焰优化 (MFO) 和内核极端学习机器 (KELM) 开发的.
- 该模型在958名新生的数据集上进行了训练和测试,其性能与基准函数和现有的机器学习模型进行了验证.
主要成果:
- 该bREMFO-KELM模型表现出卓越的性能,在预测人际敏感性方面达到97.186%的准确率.
- 发现的关键预测特征包括容易受伤,与异性交往时害羞,自卑,被观察时不舒服,倾向于责怪他人.
结论:
- 该bREMFO-KELM模型提供了一个高度准确和可解释的解决方案,用于预测大学生的人际敏感性.
- 鉴定的特征为人际敏感性的心理基础提供了有价值的见解,有助于制定有针对性的支持策略.
相关概念视频
Reliability and Validity
12.7K
Reliability and validity are two important considerations that must be made with any type of data collection. Reliability refers to the ability to consistently produce a given result. In the context of psychological research, this would mean that any instruments or tools used to collect data do so in consistent, reproducible ways.
12.7K
Theoretical Approaches to Psychological Disorder
224
The development of psychological disorders, which are characterized by deviant, maladaptive, and personally distressing behaviors, has been explored through several theoretical approaches.
Biological approach
The biological approach posits that internal, organic factors are the primary causes of such disorders. This perspective emphasizes brain structure and function, genetic predispositions, and neurotransmitter imbalances. For example, schizophrenia has been associated with both genetic...
Biological approach
The biological approach posits that internal, organic factors are the primary causes of such disorders. This perspective emphasizes brain structure and function, genetic predispositions, and neurotransmitter imbalances. For example, schizophrenia has been associated with both genetic...
224
Modeling in Therapy
72
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
72
Human Genetics
566
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
566
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
Psychological and Sociocultural Causes of Schizophrenia
85
Schizophrenia, a complex psychiatric disorder, has been historically misunderstood. Early psychological theories attributed its origins to childhood trauma and unresponsive parenting. However, contemporary research largely rejects these notions, favoring the vulnerability-stress hypothesis. This model proposes that individuals with a genetic predisposition to schizophrenia may develop the disorder following exposure to significant environmental stressors. Notably, studies on high-risk...
85


