Estimands, estimators and sensitivity analysis in clinical trials:
Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Mallinckrodt, Craig H. 1958- (VerfasserIn), Molenberghs, Geert (VerfasserIn), Lipkovich, Ilya (VerfasserIn), Ratitch, Bohdana (VerfasserIn)
Format: Elektronisch E-Book
Sprache:English
Veröffentlicht: Boca Raton CRC Press [2020]
Schriftenreihe:Chapman & Hall/CRC biostatistics series
Schlagworte:
Online-Zugang:TUM01
Beschreibung:Includes bibliographical references and index
Why estimands are important -- Estimands and how to define them -- Strategies for dealing with intercurrent events -- Real world examples in choosing and specifying estimands -- Causal inference and estimands -- Putting the principles into practice -- Overview of estimators -- Modeling considerations -- Overview of analyses for composite intercurrent event strategies -- Overview of analyses for hypothetical intercurrent event strategies -- Overview of analyses for principal stratification intercurrent event strategies -- Overview of analyses for while-on-treatment intercurrent event strategies -- Overview of analyses for treatment policy intercurrent event strategies -- Missing data -- Sensitivity analyses -- Example data -- Direct maximum likelihood -- Multiple imputation -- Inverse probability weighted generalized estimated equations -- Doubly robust methods -- Reference-based imputation -- Delta adjustment -- Overview of principal stratification methods -- Analytic case study of depression clinical trials -- Analytic case study #2 -- Analytic case study #3
Beschreibung:1 Online-Ressource illustrations (black and white)
ISBN:9780429950056
0429950055

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