确定青少年热情的心理社会和生态决定因素:使用机器学习进行整合性横截面分析
Roberta M Dolling-Boreham1,2, Akshay Mohan2,3, Mohamed Abdelhack2
1Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada.
JMIR public health and surveillance
|September 12, 2024
概括
良好的身体健康,强大的家长沟通和学校归属是年轻人对未来的热情的关键. 这些因素对于改善青少年整体福祉和未来成功至关重要.
科学领域:
- 青少年健康 青少年健康
- 青少年福利 青少年福利
- 公共卫生 公共卫生
背景情况:
- 年轻人的心理健康是公共卫生重点.
- 对未来的热情表明幸福,并预测成功.
- 之前的研究经常孤立地分析因素.
研究的目的:
- 确定与年轻人对未来的热情相关的因素.
- 利用机器学习进行全面分析.
- 为青少年福祉提供公共政策和计划的信息.
主要方法:
- 分析了来自2019年安大略省学生毒品使用和健康调查 (OSDUHS) 的13,661名学生 (7至12年级) 的数据.
- 使用极端梯度增强 (机器学习算法) 来识别关键预测因素.
- 使用Shapley添加式解释 (SHAP) 来对特征的重要性进行排名并探索相互作用.
主要成果:
- 热情的顶级预测因素包括自我评估的身体健康,与父母讨论问题的能力和学校的归属性.
- 学校的主观社会地位也很重要,显示出非线性影响.
- 机器学习确定了这些因素与未来前景密切相关.
结论:
- 感知到的身体健康,学校连接和父母关系对于年轻人的热情至关重要.
- 专注于身体健康的感知和学校的归属性可以提高青少年的幸福感.
- 机器学习有效地确定了年轻学生未来前景的关键驱动因素.
相关概念视频
Optimal Arousal Theory
151
The optimal arousal theory suggests that performance is maximized when an individual experiences a moderate level of arousal. This theory is closely tied to the Yerkes-Dodson law, which illustrates an inverted U-shaped relationship between arousal and performance. The law, formulated by psychologists Robert Yerkes and John Dodson, implies an ideal arousal level for optimal performance, and deviations from this level can lead to declines in effectiveness.
Inverted U-Shaped Performance Curve
The...
Inverted U-Shaped Performance Curve
The...
151
Human Genetics
547
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...
547
Attribution Theory
12.9K
Behavior is a product of both the situation (e.g., cultural influences, social roles, and the presence of bystanders) and of the person (e.g., personality characteristics). Subfields of psychology tend to focus on one influence or behavior over others. Situationism is the view that our behavior and actions are determined by our immediate environment and surroundings. In contrast, dispositionism holds that our behavior is determined by internal factors (Heider, 1958).
12.9K
Humanistic Psychology
1.1K
Humanistic psychology emerged in the mid-20th century as a response to the deterministic and pessimistic nature of behaviorism and psychoanalysis. While behaviorism focused on observable behaviors influenced by the environment and psychoanalysis delved into unconscious motivations, both theories suggested that human actions lacked free will. In contrast, humanistic psychology offers a perspective that emphasizes the innate potential for goodness and growth within every individual.
This approach...
This approach...
1.1K
Ryan and Deci's Self-Determination Theory
11.5K
Self-Determination Theory (SDT), formulated by Richard Ryan and Edward Deci, explains that human motivation is driven by three fundamental psychological needs: autonomy, competence, and relatedness. When these needs are met, individuals experience personal growth, intrinsic motivation, and overall well-being.
Autonomy is the need to feel in control of one's actions and decisions. For example, a student who chooses their research topic is likely to be more engaged and motivated than one who...
Autonomy is the need to feel in control of one's actions and decisions. For example, a student who chooses their research topic is likely to be more engaged and motivated than one who...
11.5K
Social Cognitive Perspective on Personality
514
Social cognitive perspectives on personality emphasize the importance of conscious awareness, beliefs, expectations, and goals in shaping behavior. These perspectives incorporate behaviorist principles, such as learning through reinforcement and conditioning, but extend beyond them by highlighting human reasoning and planning. Unlike traditional behaviorist views, social cognitive theory focuses on how individuals reflect on their past experiences and plan for future outcomes by considering...
514


