Tutorial in biostatistics: Competing risks and multi-state
models

J 2007

Tutorial in biostatistics: Competing risks and multi-state models

PUTTER, H; M FIOCCO a RB GESKUS

Základní údaje

Originální název

Tutorial in biostatistics: Competing risks and multi-state models

Autoři

PUTTER, H; M FIOCCO a RB GESKUS

Vydání

Statistics in Medicine, CHICHESTER, JOHN WILEY & SONS LTD, 2007, 0277-6715

Další údaje

Jazyk

angličtina

Typ výsledku

Článek v odborném periodiku

Utajení

není předmětem státního či obchodního tajemství

Impakt faktor

Impact factor: 1.547

Označené pro přenos do RIV

DOI

https://doi.org/10.1002/sim.2712

UT WoS

000246161400007

Klíčová slova anglicky

competing risks; multi-state model; survival analysis; prognostic factors; prediction

Změněno: 25. 1. 2017 00:45, doc. Mgr. Zdeněk Valenta, M.Sc., M. S., Ph.D.

Anotace

V originále

Standard survival data measure the time span from some time origin until the occurrence of one type of event. If several types of events occur, a model describing progression to each of these competing risks is needed. Multi-state models generalize competing risks models by also describing transitions to intermediate events. Methods to analyze such models have been developed over the last two decades. Fortunately, most of the analyzes can be performed within the standard statistical packages, but may require some extra effort with respect to data preparation and programming. This tutorial aims to review statistical methods for the analysis of competing risks and multi-state models. Although some conceptual issues are covered, the emphasis is on practical issues like data preparation, estimation of the effect of covariates, and estimation of cumulative incidence functions and state and transition probabilities. Examples of analysis with standard software are shown. Copyright (C) 2006 John Wiley & Sons, Ltd.

Citovat

PUTTER, H; M FIOCCO a RB GESKUS. Tutorial in biostatistics: Competing risks and multi-state models. Statistics in Medicine. CHICHESTER: JOHN WILEY & SONS LTD, 2007, roč. 26, č. 11, s. 2389-2430. ISSN 0277-6715. Dostupné z: https://doi.org/10.1002/sim.2712.

@article{1369393,
   author = {Putter, H and Fiocco, M and Geskus, RB},
   article_location = {CHICHESTER},
   article_number = {11},
   doi = {https://doi.org/10.1002/sim.2712},
   keywords = {competing risks; multi-state model; survival analysis; prognostic factors; prediction},
   language = {eng},
   issn = {0277-6715},
   journal = {Statistics in Medicine},
   title = {Tutorial in biostatistics: Competing risks and multi-state models},
   volume = {26},
   year = {2007}
}

TY  - JOUR
ID  - 1369393
AU  - Putter, H - Fiocco, M - Geskus, RB
PY  - 2007
TI  - Tutorial in biostatistics: Competing risks and multi-state models
JF  - Statistics in Medicine
VL  - 26
IS  - 11
SP  - 2389-2430
EP  - 2389-2430
PB  - JOHN WILEY & SONS LTD
SN  - 02776715
KW  - competing risks
KW  - multi-state model
KW  - survival analysis
KW  - prognostic factors
KW  - prediction
N2  - Standard survival data measure the time span from some time origin until the occurrence of one type of event. If several types of events occur, a model describing progression to each of these competing risks is needed. Multi-state models generalize competing risks models by also describing transitions to intermediate events. Methods to analyze such models have been developed over the last two decades. Fortunately, most of the analyzes can be performed within the standard statistical packages, but may require some extra effort with respect to data preparation and programming. This tutorial aims to review statistical methods for the analysis of competing risks and multi-state models. Although some conceptual issues are covered, the emphasis is on practical issues like data preparation, estimation of the effect of covariates, and estimation of cumulative incidence functions and state and transition probabilities. Examples of analysis with standard software are shown. Copyright (C) 2006 John Wiley & Sons, Ltd.
ER  -

PUTTER, H; M FIOCCO a RB GESKUS. Tutorial in biostatistics: Competing risks and multi-state models. \textit{Statistics in Medicine}. CHICHESTER: JOHN WILEY \&{}amp; SONS LTD, 2007, roč.~26, č.~11, s.~2389-2430. ISSN~0277-6715. Dostupné z: https://doi.org/10.1002/sim.2712.

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