利用多变量方法来推进早期生活逆境科学
Alexis Brieant1, Lucinda M Sisk2, Taylor J Keding2
1University of Vermont, Department of Psychological Science, 2 Colchester Avenue, Burlington, VT 05402, USA; Yale University, Department of Psychology, 100 College Street, New Haven, CT 06510, USA.
Child abuse & neglect
|March 23, 2024
概括
先进的统计方法帮助研究人员更好地了解童年逆境的复杂影响. 本综述强调了有希望的多变量技术,用于分析各种不良体验及其对发展的影响.
科学领域:
- 心理学 心理学 心理学
- 公共卫生 公共卫生
- 统计 统计 统计 统计
背景情况:
- 逆境研究已经超越了最初的不良童年经历 (ACE) 研究,涵盖了对多方面的不良经历的更细致的理解.
- 逆境数据的复杂性和相互关系需要先进的多变量统计方法来进行准确的分析.
研究的目的:
- 为分析早期生活逆境提供有希望的多变量统计方法的概述.
- 讨论这些方法在探索与童年逆境相关的各种研究问题时的实际应用.
主要方法:
- 对数据驱动 (无监督) 方法的审查:缩小维度,以人为中心的集群/亚型识别.
- 审查监督/基于预测的方法:线性模型,基于树的模型,神经网络.
主要成果:
- 突出了有效应用这些多变量方法的研究,以获得对早期逆境的新见解.
- 展示了先进的统计技术在理解逆境的复杂性方面的实用性.
结论:
- 这些多变量方法为寻求进一步了解早期逆境的研究人员提供了强大的资源.
- 这些技术的应用可以深入了解复杂的逆境模式的发展后果.
相关概念视频
Behavioral Genetics and Its Designs
363
Behavior genetics explores how genetic inheritance influences human behavior. It focuses on how genes, passed from parents to offspring, contribute to the development of behavioral traits and tendencies. This branch of genetics seeks to understand the complex interplay between inherited genetic factors and environmental influences in shaping our behaviors.
The primary methodologies used in behavior genetics include family studies, twin studies, and adoption studies, each providing unique...
The primary methodologies used in behavior genetics include family studies, twin studies, and adoption studies, each providing unique...
363
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
Longitudinal Research
12.0K
Sometimes we want to see how people change over time, as in studies of human development and lifespan. When we test the same group of individuals repeatedly over an extended period of time, we are conducting longitudinal research. Longitudinal research is a research design in which data-gathering is administered repeatedly over an extended period of time. For example, we may survey a group of individuals about their dietary habits at age 20, retest them a decade later at age 30, and then again...
12.0K
Strategies for Assessing and Addressing Confounding
99
Confounding is a critical issue in epidemiological studies, often leading to misleading conclusions about associations between exposures and outcomes. It occurs when the relationship between the exposure and the outcome is mixed with the effects of other factors that influence the outcome. Given that, addressing confounding is of high importance for drawing accurate inferences in research.
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
99
Adler's Individual Psychology
669
Alfred Adler, a prominent figure in psychology, founded the school of individual psychology. In contrast to Freud's emphasis on sexual or aggressive motives, Adler suggested that individuals are primarily motivated by their purposes and goals. He believed that people strive for perfection rather than pleasure. Adler argued that individuals could creatively act upon their genetic inheritance and environmental experiences to shape their own lives, emphasizing conscious motivation over...
669
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


