عنوان

Clinical prediction models :

(Number (ISBN

3030163989

(Number (ISBN

3030163997

(Number (ISBN

9783030163983

(Number (ISBN

9783030163990

Erroneous ISBN

9783030163983

Title Proper

Clinical prediction models :

General Material Designation

[Book]

Other Title Information

a practical approach to development, validation, and updating /

First Statement of Responsibility

Ewout W. Steyerberg.

Edition Statement

Second edition.

Place of Publication, Distribution, etc.

Cham, Switzerland :

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

[2019]

Date of Publication, Distribution, etc.

©2019

Specific Material Designation and Extent of Item

1 online resource (xxxiii, 558 pages) :

Other Physical Details

illustrations (some color)

Series Title

Statistics for Biology and Health,

ISSN of Series

2197-5671

Text of Note

Includes bibliographical references and index.

Text of Note

Introduction -- Applications of prediction models -- Study design for prediction modeling -- Statistical models for prediction -- Overfitting and optimism in prediction models -- Choosing between alternative 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.

0

Text of Note

Prediction models are important in various fields, including medicine, physics, meteorology, and finance. Prediction models will become more relevant in the medical field with the increase in knowledge on potential predictors of outcome, e.g. from genetics. Also, the number of applications will increase, e.g. with targeted early detection of disease, and individualized approaches to diagnostic testing and treatment. The current era of evidence-based medicine asks for an individualized approach to medical decision-making. Evidence-based medicine has a central place for meta-analysis to summarize results from randomized controlled trials; similarly prediction models may summarize the effects of predictors to provide individualized predictions of a diagnostic or prognostic outcome.

Source for Acquisition/Subscription Address

Springer Nature

Stock Number

com.springer.onix.9783030163990

Title

Clinical prediction models.

Clinical trials-- Statistical methods.

Evidence-based medicine-- Statistical methods.

Medical statistics.

Medicine-- Research-- Statistical methods.

Regression analysis.

Models, Statistical.

Prognosis.

Regression Analysis.

Clinical trials-- Statistical methods.

Medical statistics.

Medicine-- Research-- Statistical methods.

Regression analysis.

MBNS

MED090000

PBT

PBT

Number

Edition

Class number

Book number

Class number

Steyerberg, Ewout W.

Date of Transaction

20200823085158.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y