一个潜在的结果方法选择偏见
1From the Division of Biostatistics, College of Public Health, The Ohio State University, Columbus, OH.
Epidemiology (Cambridge, Mass.)
|September 14, 2023
概括
我们介绍了一种新的方法来定义流行病学中的选择偏差,使用潜在的结果. 这个框架统一了不同的偏见类型,并简化了各种研究设计中的分析.
科学领域:
- 流行病学 流行病学
- 因果推理因果推理
- 生物统计学 生物统计学
背景情况:
- 选择偏差是分析流行病学的一个主要挑战,可能会扭曲因果效应估计.
- 解决选择偏差的现有定义和方法往往不同,可能不涵盖所有机制.
研究的目的:
- 提出一种新的,统一的选择偏差在分析流行病学中的定义.
- 为分析选择偏差提供一个非参数框架,使用潜在结果和单一世界干预图.
- 证明这种方法对分析和描述性流行病学以及各种研究设计的适应性.
主要方法:
- 利用潜在结果框架来定义选择偏差.
- 采用单个世界干预图来进行偏差分析,在零假设下和远离零假设.
- 用流行病学研究的例子说明方法,包括匹配和病例队列设计.
主要成果:
- 拟议的定义涵盖了选择偏差的结构和传统概念.
- 非参数方法允许同时分析混和选择偏差.
- 该框架明确将参与者选择与因果效应估计联系起来.
结论:
- 这种新的定义为产生选择偏差的多样化机制提供了一个统一的视角.
- 这种方法简化了复杂的流行病学研究设计中选择偏差的分析.
- 潜在结果框架为存在选择偏差的因果推理提供了坚实的基础.
更多相关视频
相关概念视频
Bias
4.3K
Bias refers to any tendency that prevents a question from being considered unprejudiced. In research, bias occurs when one outcome or answer is selected or encouraged over others in sampling or testing. Bias can occur during any research phase, including study design, data collection, analysis, and publication.
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
4.3K
Hindsight Biases
3.4K
Hindsight bias leads you to believe that the event you just experienced was predictable, even though it really wasn’t. In other words, you knew all along that things would turn out the way they did. Can you relate this to the phrase "Hindsight is 20/20" now?
3.4K
Confirmation Biases
5.5K
The confirmation bias is the tendency to focus on information that confirms our existing beliefs and ignore information that is inconsistent with our expectations. For example, if you think that your professor is not very nice, you notice all of the instances of rude behavior exhibited by the professor while ignoring the countless pleasant interactions he is involved in on a daily basis. Have you ever fallen prey to the confirmation bias, either as the source or target of such bias?
5.5K
Errors In Hypothesis Tests
4.3K
When performing a hypothesis test, there are four possible outcomes depending on the actual truth (or falseness) of the null hypothesis and the decision to reject or not.
4.3K
Bias in Epidemiological Studies
343
Biases can arise at various stages of research, from study design and data collection to analysis and interpretation. Recognizing and addressing these biases is essential to ensure the validity and reliability of epidemiological findings.Broadly speaking, biases in epidemiology fall into three main categories: selection bias, information bias, and confounding. A more detailed description of possible biases is:
343
Types of Selection
40.6K
Natural selection influences the frequencies of particular alleles and phenotypes within populations in several different ways. Primarily, natural selection can be directional, stabilizing, or disruptive. Directional selection favors one extreme trait and shifts the population towards that phenotype while selecting against individuals displaying alternate traits. Stabilizing selection favors an intermediate trait with a narrow range of variation. Deviation from the optimal phenotype towards an...
40.6K


