Clinical Prediction Models : 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 | ||
|
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 Delivery of 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 | ||
|