Developing multicomponent interventions using fractional factorial designs

被引:73
作者
Chakraborty, Bibhas [1 ,2 ]
Collins, Linda M. [3 ,4 ]
Strecher, Victor J. [5 ]
Murphy, Susan A. [1 ,2 ]
机构
[1] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USA
[3] Penn State Univ, Methodol Ctr, University Pk, PA 16802 USA
[4] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
[5] Univ Michigan, Ctr Hlth Commun Res, Ann Arbor, MI 48109 USA
基金
美国国家卫生研究院;
关键词
multicomponent intervention; experimental design; fractional factorial design; screening; follow-up studies; BEHAVIORAL INTERVENTION; CONTROLLED-TRIAL; CHILDREN; PROGRAM; PREVENT; RISK;
D O I
10.1002/sim.3643
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Multicomponent interventions composed of behavioral, delivery, or implementation factors in addition to medications are becoming increasingly common in health sciences. A natural experimental approach to developing and refining such multicomponent interventions is to start with a large number of potential components and screen out the least active ones. Factorial designs can be used efficiently in this endeavor. We address common criticisms and misconceptions regarding the use of factorial designs in these screening studies. We also provide an operationalization of screening studies. As an example, we consider the use of a screening study in the development of a multicomponent smoking cessation intervention. Simulation results are provided to support the discussions. Copyright (C) 2009 John Wiley & Sons, Ltd.
引用
收藏
页码:2687 / 2708
页数:22
相关论文
共 54 条
[1]   Experimental designs for multicomponent interventions among persons with multifactorial geriatric syndromes [J].
Allore, HG ;
Tinetti, ME ;
Gill, TM ;
Peduzzi, PN .
CLINICAL TRIALS, 2005, 2 (01) :13-21
[2]  
Aneknman BE, 2003, STAT SINICA, V13, P385
[3]  
[Anonymous], 1988, Statistical power for the social sciences, DOI DOI 10.1177/002224378101800104
[4]   Interventions to prevent or treat obesity in preschool children: A review of evaluated programs [J].
Bluford, Dontrell A. A. ;
Sherry, Bettylou ;
Scanlon, Kelley S. .
OBESITY, 2007, 15 (06) :1356-1372
[5]  
Box G.E., 1978, STAT EXPT
[6]  
Box G. E., 1987, Empirical model-building and response surfaces
[7]   2K-P FRACTIONAL FACTORIAL DESIGNS .1. [J].
BOX, GE ;
HUNTER, JS .
TECHNOMETRICS, 1961, 3 (03) :311-&
[8]   2K-P FRACTIONAL FACTORIAL DESIGNS .2. [J].
BOX, GEP ;
HUNTER, JS .
TECHNOMETRICS, 1961, 3 (04) :449-&
[9]   FACTORIAL-DESIGNS IN CLINICAL-TRIALS - THE EFFECTS OF NON-COMPLIANCE AND SUBADDITIVITY [J].
BRITTAIN, E ;
WITTES, J .
STATISTICS IN MEDICINE, 1989, 8 (02) :161-171
[10]   FACTORIAL AND RECIPROCAL CONTROL DESIGNS [J].
BYAR, DP .
STATISTICS IN MEDICINE, 1990, 9 (1-2) :55-64