Screening experiments and the use of fractional factorial designs in behavioral intervention research

被引:44
作者
Nair, Vijay [1 ]
Strecher, Victor [2 ]
Fagerlin, Angela [3 ,4 ,5 ]
Ubel, Peter [3 ,4 ,5 ]
Resnicow, Kenneth [2 ]
Murphy, Susan [1 ]
Little, Roderick [6 ]
Chakraborty, Bibhas [1 ]
Zhang, Aijun [1 ]
机构
[1] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Sch Publ Hlth, Dept Hlth Behav & Hlth Educ, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Ctr Behav & Decis Sci Med, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Div Gen Internal Med, Ann Arbor, MI 48109 USA
[5] VA Hlth Serv Res & Dev Ctr Practice Management &, Ann Arbor, MI USA
[6] Univ Michigan, Dept Biostat, Sch Publ Hlth, Ann Arbor, MI 48109 USA
关键词
D O I
10.2105/AJPH.2007.127563
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Health behavior intervention studies have focused primarily on comparing new programs and existing programs via randomized controlled trials. However, numbers of possible components (factors) are increasing dramatically as a result of developments in science and technology (e.g., Web-based surveys). These changes dictate the need for alternative methods that can screen and quickly identify a large set of potentially important treatment components. We have developed and implemented a multiphase experimentation strategy for accomplishing this goal. We describe the screening phase of this strategy and the use of fractional factorial designs (FFDs) in studying several components economically. We then use 2 ongoing behavioral intervention projects to illustrate the usefulness of FFDs. FFDs should be supplemented with follow-up experiments in the refining phase so any critical assumptions about interactions can be verified.
引用
收藏
页码:1354 / 1359
页数:6
相关论文
共 18 条
  • [1] [Anonymous], 1937, DESIGN ANAL FACTORIA
  • [2] 2K-P FRACTIONAL FACTORIAL DESIGNS .1.
    BOX, GE
    HUNTER, JS
    [J]. TECHNOMETRICS, 1961, 3 (03) : 311 - &
  • [3] 2K-P FRACTIONAL FACTORIAL DESIGNS .2.
    BOX, GEP
    HUNTER, JS
    [J]. TECHNOMETRICS, 1961, 3 (04) : 449 - &
  • [4] Box GEP, 1978, STAT EXPT
  • [5] A strategy for optimizing and evaluating behavioral interventions
    Collins, LM
    Murphy, SA
    Nair, VN
    Strecher, VJ
    [J]. ANNALS OF BEHAVIORAL MEDICINE, 2005, 30 (01) : 65 - 73
  • [6] Using new information technology to treat tobacco dependence
    Etter, JF
    [J]. RESPIRATION, 2002, 69 (02) : 111 - 114
  • [7] FINNEY DJ, 1945, ANN EUGENIC, V12, P291
  • [8] Tamoxifen for prevention of breast cancer: Report of the National Surgical Adjuvant Breast and Bowel Project P-1 study
    Fisher, B
    Costantino, JP
    Wickerham, DL
    Redmond, CK
    Kavanah, M
    Cronin, WM
    Vogel, V
    Robidoux, A
    Dimitrov, N
    Atkins, J
    Daly, M
    Wieand, S
    Tan-Chiu, E
    Ford, L
    Wolmark, N
    [J]. JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1998, 90 (18) : 1371 - 1388
  • [9] FISHER RA, 1942, DESIGN EXPT
  • [10] Montgomery D., 2010, Design and Analysis of Experiments