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

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Clinical prediction models/ by Ewout W. Steyerberg.
Reminder of title:	a practical approach to development, validation, and updating /
Author:	Steyerberg, Ewout W.
Published:	Cham :Springer International Publishing : : 2019.,
Description:	xxxiii, 558 p. :ill., digital ; : 24 cm.;
Contained By:	Springer eBooks
Subject:	Medicine - Research -
Online resource:	https://doi.org/10.1007/978-3-030-16399-0
ISBN:	9783030163990

Clinical prediction models = a practical approach to development, validation, and updating /
Steyerberg, Ewout W.

Clinical prediction modelsa practical approach to development, validation, and updating /[electronic resource] :by Ewout W. Steyerberg. - 2nd ed. - Cham :Springer International Publishing :2019. - xxxiii, 558 p. :ill., digital ;24 cm. - Statistics for biology and health,1431-8776. - Statistics for biology and health..

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.

ISBN: 9783030163990

Standard No.: 10.1007/978-3-030-16399-0doiSubjects--Topical Terms:

672001
Medicine
--Research

LC Class. No.: RA409 / .S749 2019

Dewey Class. No.: 610.72

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