Factorial Experiments Efficient Tools for Evaluation of Intervention Components
被引:201
作者:
Collins, Linda M.
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Penn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USA
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USAPenn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USA
Collins, Linda M.
[1
,2
]
Dziak, John J.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USAPenn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USA
Dziak, John J.
[2
]
Kugler, Kari C.
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h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USAPenn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USA
Kugler, Kari C.
[2
]
Trail, Jessica B.
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h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Penn State Univ, Dept Stat, State Coll, PA 16801 USAPenn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USA
Trail, Jessica B.
[2
,3
]
机构:
[1] Penn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USA
[2] Penn State Univ, Methodol Ctr, State Coll, PA 16801 USA
[3] Penn State Univ, Dept Stat, State Coll, PA 16801 USA
Background: An understanding of the individual and combined effects of a set of intervention components is important for moving the science of preventive medicine interventions forward. This understanding can often be achieved in an efficient and economical way via a factorial experiment, in which two or more independent variables are manipulated. The factorial experiment is a complement to the RCT; the two designs address different research questions. Purpose: To offer an introduction to factorial experiments aimed at investigators trained primarily in the RCT. Methods: The factorial experiment is compared and contrasted with other experimental designs used commonly in intervention science to highlight where each is most efficient and appropriate. Results: Several points are made: factorial experiments make very efficient use of experimental subjects when the data are properly analyzed; a factorial experiment can have excellent statistical power even if it has relatively few subjects per experimental condition; and when conducting research to select components for inclusion in a multicomponent intervention, interactions should be studied rather than avoided. Conclusions: Investigators in preventive medicine and related areas should begin considering factorial experiments alongside other approaches. Experimental designs should be chosen from a resource management perspective, which states that the best experimental design is the one that provides the greatest scientific benefit without exceeding available resources. (C) 2014 American Journal of Preventive Medicine
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Chakraborty, Bibhas
;
Collins, Linda M.
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机构:
Penn State Univ, Methodol Ctr, University Pk, PA 16802 USA
Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Collins, Linda M.
;
Strecher, Victor J.
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Univ Michigan, Ctr Hlth Commun Res, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Strecher, Victor J.
;
Murphy, Susan A.
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h-index: 0
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Penn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USAPenn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Collins, Linda M.
;
Dziak, John J.
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h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USAPenn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Dziak, John J.
;
Li, Runze
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h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Penn State Univ, Dept Stat, State Coll, PA 16801 USAPenn State Univ, Methodol Ctr, State Coll, PA 16801 USA
机构:
Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USAPenn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Collins, LM
;
Murphy, SA
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机构:Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Murphy, SA
;
Nair, VN
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h-index: 0
机构:Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Nair, VN
;
Strecher, VJ
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h-index: 0
机构:Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Chakraborty, Bibhas
;
Collins, Linda M.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Methodol Ctr, University Pk, PA 16802 USA
Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Collins, Linda M.
;
Strecher, Victor J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Ctr Hlth Commun Res, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Strecher, Victor J.
;
Murphy, Susan A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Penn State Univ, Dept Human Dev & Family Studies, State Coll, PA 16801 USAPenn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Collins, Linda M.
;
Dziak, John J.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USAPenn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Dziak, John J.
;
Li, Runze
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Methodol Ctr, State Coll, PA 16801 USA
Penn State Univ, Dept Stat, State Coll, PA 16801 USAPenn State Univ, Methodol Ctr, State Coll, PA 16801 USA
机构:
Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USAPenn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Collins, LM
;
Murphy, SA
论文数: 0引用数: 0
h-index: 0
机构:Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Murphy, SA
;
Nair, VN
论文数: 0引用数: 0
h-index: 0
机构:Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Nair, VN
;
Strecher, VJ
论文数: 0引用数: 0
h-index: 0
机构:Penn State Univ, Coll Hlth & Human Dev, Methodol Ctr, Dept Human Dev & Family Studies, University Pk, PA 16802 USA