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Higher-order evidence

delete2024-01-10
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PRE
AI
S
Stephen R. Cole *
B
Bonnie E. Shook‐Sa
P
Paul N. Zivich
J
Jessie K. Edwards
D
David B. Richardson
M
Michael G. Hudgens
DOI:10.1007/s10654-023-01062-9delete
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摘要

摘要

En 中文
Higher-order evidence is evidence about evidence. Epidemiologic examples of higher-order evidence include the settings where the study data constitute first-order evidence and estimates of misclassification comprise the second-order evidence (e.g., sensitivity, specificity) of a binary exposure or outcome collected in the main study. While sampling variability in higher-order evidence is typically acknowledged, higher-order evidence is often assumed to be free of measurement error (e.g., gold standard measures). Here we provide two examples, each with multiple scenarios where second-order evidence is imperfectly measured, and this measurement error can either amplify or attenuate standard corrections to first-order evidence. We propose a way to account for such imperfections that requires third-order evidence. Further illustrations and exploration of how higher-order evidence impacts results of epidemiologic studies is warranted.
Keyword:
Bias
Error
Measurement
Misclassification
Statistics
Validation data

期刊

European Journal of Epidemiology 封面图
European Journal of Epidemiology
IF:
5.9
论文数:
3.7K
被引数:
1.6W

机构

U
university of north carolina
学者数:
7.4W
论文数: 6.5W
被引数: 93
U
University of North Carolina School of Medicine
学者数:
1.6W
论文数: 1.1W
被引数: 20
U
University of North Carolina Chapel Hill
学者数:
3.9W
论文数: 3.1W
被引数: 46
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