Screening experiments and the use of fractional factorial designs in behavioral intervention research
被引:44
作者:
Nair, Vijay
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Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Nair, Vijay
[1
]
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Strecher, Victor
[2
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Fagerlin, Angela
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Univ Michigan, Ctr Behav & Decis Sci Med, Ann Arbor, MI 48109 USA
Univ Michigan, Div Gen Internal Med, Ann Arbor, MI 48109 USA
VA Hlth Serv Res & Dev Ctr Practice Management &, Ann Arbor, MI USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Fagerlin, Angela
[3
,4
,5
]
Ubel, Peter
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机构:
Univ Michigan, Ctr Behav & Decis Sci Med, Ann Arbor, MI 48109 USA
Univ Michigan, Div Gen Internal Med, Ann Arbor, MI 48109 USA
VA Hlth Serv Res & Dev Ctr Practice Management &, Ann Arbor, MI USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Ubel, Peter
[3
,4
,5
]
Resnicow, Kenneth
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机构:
Univ Michigan, Sch Publ Hlth, Dept Hlth Behav & Hlth Educ, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Resnicow, Kenneth
[2
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Murphy, Susan
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Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Murphy, Susan
[1
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Little, Roderick
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Univ Michigan, Dept Biostat, Sch Publ Hlth, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Little, Roderick
[6
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Chakraborty, Bibhas
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Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Chakraborty, Bibhas
[1
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Zhang, Aijun
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Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
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
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.
机构:
Univ Michigan, Sch Publ Hlth, Dept Hlth Behav & Hlth Educ, Hlth Media Res Lab,Comprehens Canc Ctr, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Hlth Behav & Hlth Educ, Hlth Media Res Lab,Comprehens Canc Ctr, Ann Arbor, MI 48109 USA
机构:
Univ Michigan, Sch Publ Hlth, Dept Hlth Behav & Hlth Educ, Hlth Media Res Lab,Comprehens Canc Ctr, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Dept Hlth Behav & Hlth Educ, Hlth Media Res Lab,Comprehens Canc Ctr, Ann Arbor, MI 48109 USA