为了理解生态和进化的双向效应的因果关系
Sam F Walmsley1, Suchinta Arif2, Hal Whitehead1
1Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada.
Proceedings. Biological sciences
|March 12, 2026
概括
回应循环在生态学中很常见,但很难量化. 本研究提出了分析观测数据中的双向因果关系的方法,改进了生态和进化研究.
科学领域:
- 生态学和进化生物学
- 定量生物学 定量生物学
- 因果推理因果推理
背景情况:
- 反循环和相互因果关系在理论上很重要,但在生态学和进化学中经验上未得到充分量化.
- 因果革命强调量化效应,但标准回归方法与双向关系作斗争.
- 在统计分析中忽视反可以在生态和进化研究中引入偏见.
研究的目的:
- 通过使用观测数据来解决在生态和进化研究中量化双向因果关系的挑战.
- 为分析反循环和相互因果关系的方法提供了基础知识.
- 突出在常见的统计分析中未被解决的反产生的潜在偏见.
主要方法:
- 对于离散的纵向数据的交叉延迟效应模型.
- 连续时间模型用于纵向数据以捕获反.
- 工具变量方法用于解开横截面数据中的双向效应.
主要成果:
- 展示了忽视反如何可能导致标准统计分析偏差.
- 介绍了适用于分析纵向和横截面数据的定量方法,并提供反.
- 为实证主义者提供了一个框架来分析相互因果关系.
结论:
- 对双向因果关系的定量分析在生态学和进化学中是可行的.
- 采用适当的统计方法可以克服反循环带来的挑战.
- 这项工作在生态和进化研究中促进了更强大的因果推理.
相关概念视频
Causality in Epidemiology
1.9K
Causality or causation is a fundamental concept in epidemiology, vital for understanding the relationships between various factors and health outcomes. Despite its importance, there's no single, universally accepted definition of causality within the discipline. Drawing from a systematic review, causality in epidemiology encompasses several definitions, including production, necessary and sufficient, sufficient-component, counterfactual, and probabilistic models. Each has its strengths and...
1.9K
Criteria for Causality: Bradford Hill Criteria - II
1.5K
The Bradford Hill criteria serve as guidelines for establishing causative links in epidemiological research. Beyond Strength, Consistency, Specificity, and Temporality, key criteria also include Biological Gradient, Plausibility, Coherence, Experiment, and Analogy. These principles assist scientists in assessing the likelihood of causation in complex biological contexts. Below is a summary of these concepts:
1.5K
Criticisms of the Evolutionary Perspective
414
In a study where individuals posing as strangers offered compliments and proposed casual sex to students, the responses differed significantly based on gender. Not a single woman accepted the proposal, while 70% of the men agreed. This outcome provides a useful scenario to explore through the lens of evolutionary psychology and social learning theory, highlighting the diverse perspectives on human sexual behaviors.
Evolutionary psychology provides one explanation for these findings, suggesting...
Evolutionary psychology provides one explanation for these findings, suggesting...
414
Genetics of Speciation
22.9K
Speciation is the evolutionary process resulting in the formation of new, distinct species—groups of reproductively isolated populations.
22.9K
Epistasis
51.0K
In addition to multiple alleles at the same locus influencing traits, numerous genes or alleles at different locations may interact and influence phenotypes in a phenomenon called epistasis. For example, rabbit fur can be black or brown depending on whether the animal is homozygous dominant or heterozygous at a TYRP1 locus. However, if the rabbit is also homozygous recessive at a locus on the tyrosinase gene (TYR), it will have an unshaded coat that appears white, regardless of its TYRP1...
51.0K
Causes of Social Behavior III: Biological and Environmental Influences
401
Social behavior is a complex phenomenon that arises from the interaction between biological predispositions and environmental influences. This intricate interplay shapes how individuals think, feel, and act in various social contexts. Understanding these mechanisms requires insights from psychology, neuroscience, genetics, and evolutionary theory.Environmental Influences on Social BehaviorEnvironmental factors, including temperature, odors, and visual stimuli, play a crucial role in shaping...
401


