Clinical prediction models : a practical approach to development, validation, and updating

• 作者： Steyerberg, Ewout W., author.
• 其他作者：
  • SpringerLink (Online service)
• 其他題名：
  • Statistics for biology and health.
• 出版： Cham : Springer International Publishing :Imprint: Springer
• 版本：Second edition.
• 叢書名： Statistics for biology and health,
• 主題： Medicine--Research--Statistical methods. , Evidence-based medicine--Statistical methods. , Clinical trials--Statistical methods. , Regression analysis. , Statistics for Life Sciences, Medicine, Health Sciences. , Internal Medicine.
• ISBN： 9783030163990 (electronic bk.) 、 9783030163983 (paper)
• FIND@SFXID: CGU
• 資料類型: 電子書
• 內容註: Introduction -- Applications of prediction models.Study design for prediction modeling -- Statistical Models for Prediction -- Overfitting and optimism in prediction models -- Choosing between alternative statistical models -- Missing values -- Case study on dealing with missing values -- Coding of Categorical and Continuous Predictors -- Restrictions on candidate predictors -- Selection of main effects -- Assumptions in regression models: Additivity and linearity -- Modern estimation methods -- Estimation with external information -- Evaluation of performance -- Evaluation of Clinical Usefulness -- Validation of Prediction Models -- Presentation formats -- Patterns of external validity -- Updating for a new setting -- Updating for multiple settings -- Case study on a prediction of 30-day mortality -- Case study on Survival Analysis: prediction of cardiovascular events -- Overall lessons and data sets -- References.
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