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Titlebook: Clinical Prediction Models; A Practical Approach Ewout W. Steyerberg Book 2019Latest edition Springer Nature Switzerland AG 2019 Anästhesie

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https://doi.org/10.1007/978-3-319-16492-2come. Descriptive analyses, such as frequency tables and graphical displays, are useful to this aim. We will consider various issues in coding of unordered and ordered categorical predictors. For continuous predictors, we specifically discuss how we can limit the influence of outliers and interpret regression coefficients.
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J. D. B. Lambert,K. K. Kadyrzhanovies to extend a prediction model with interactions and nonlinear terms, since better fulfillment of assumptions in a particular sample does not necessarily imply better predictive performance for future subjects. We consider several case studies for illustration of strategies to deal with additivity and linearity.
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SpringerBriefs in Molecular Science were systematically missing per study, since few studies recorded all predictors of interest. The use of single and multiple imputation methods is illustrated with a detailed description of the analyses in R software.
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Conference proceedings 20061st editiontween centers, if we would use the observed average outcomes per center as predictions of mortality. Bootstrap resampling is presented as a central technique to correct overfitting and quantify optimism in model performance.
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