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Clinical Prediction Models [[electronic resource] ] : A Practical Approach to Development, Validation, and Updating / / by Ewout W. Steyerberg
Clinical Prediction Models [[electronic resource] ] : A Practical Approach to Development, Validation, and Updating / / by Ewout W. Steyerberg
Autore Steyerberg Ewout W
Edizione [2nd ed. 2019.]
Pubbl/distr/stampa Cham : , : Springer International Publishing : , : Imprint : Springer, , 2019
Descrizione fisica 1 online resource (574 pages)
Disciplina 610.727
Collana Statistics for Biology and Health
Soggetto topico Medical statistics
Medicine - Research - Statistical methods
Models, Statistical
Regression Analysis
ISBN 3-030-16399-7
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto 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.
Record Nr. UNINA-9910349349103321
Steyerberg Ewout W  
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2019
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Meta-regression approaches : what, why, when, and how
Meta-regression approaches : what, why, when, and how
Pubbl/distr/stampa [Place of publication not identified], : Agency for Healthcare Research and Quality Public Health Service Agency for Healthcare Research an, 2004
Descrizione fisica 1 online resource
Collana Technical Reviews
AHRQ publication
Soggetto topico Statistics as Topic
Epidemiologic Research Design
Research Design
Models, Theoretical
Epidemiologic Methods
Health Care Evaluation Mechanisms
Investigative Techniques
Methods
Public Health
Quality of Health Care
Diagnostic Techniques and Procedures
Environment and Public Health
Health Care Quality, Access, and Evaluation
Health Care
Analysis of Variance
Models, Statistical
Meta-Analysis as Topic
Regression Analysis
Social Sciences
Statistics - General
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910698279903321
[Place of publication not identified], : Agency for Healthcare Research and Quality Public Health Service Agency for Healthcare Research an, 2004
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui