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Having established that non-detects in qPCR data represent data missing not at random, we now propose a method that incorporates the missing data mechanism into subsequent statistical analyses.
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The most complicated aspect of the restoration was re-incorporating the missing scenes.
This method estimates the number and outcomes of missing studies, and adjusts the meta-analysis to incorporate the imputed missing data [ 16].
We pooled the results of the five imputed data sets to obtain data estimates, the precision of the estimates incorporates the uncertainty of the missing values.
Multiple imputation (MI), where each missing value is replaced with a set of m (>1) independent values [ 7] to give m separate complete datasets, incorporates uncertainty of the missing data that cannot be achieved with single imputation (m = 1).
We incorporate this missing functionality into the already-familiar linear regression framework through Bayesian prior densities whose shapes reflect the uncertainties associated with the prior information, such as cell-type proportions or cell-type-specific expression profiles.
I decided to try to incorporate this missing component into my own teaching, and Sociology of the Family offered the perfect venue since nearly everyone has lived experiences in families and the students themselves could therefore serve as data sources.
Additionally, inherent of an appropriately designed decision analysis or cost-effectiveness analysis, our model incorporates the consequences of undertreatment (missing a case of precancer or cancer) or overtreatment (incorporating costs and some burden of treatment).
We have incorporated the additional missing references (Kang et al. was already present in the original manuscript).
Under NMAR, inferences derived from conventional approaches are not valid, and what is required is a substantive model of interest that incorporates a model of the missing data process.
The collective dismay and uproar of the commission forced Allward to relent and incorporate the names of the missing on the memorial walls.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com