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Volumn 5, Issue FEB, 2014, Pages

Analyzing indirect effects in cluster randomized trials. The effect of estimation method, number of groups and group sizes on accuracy and power

Author keywords

Bayesian estimation; Cluster randomized trial; Mediation; Multilevel sem; Sample size

Indexed keywords


EID: 84897590826     PISSN: None     EISSN: 16641078     Source Type: Journal    
DOI: 10.3389/fpsyg.2014.00078     Document Type: Article
Times cited : (40)

References (47)
  • 1
    • 44949274046 scopus 로고
    • The theory of planned behavior
    • doi: 10.1016/0749-5978(91)90020-T
    • Ajzen, I. (1991). The theory of planned behavior. Organ. Hum. Dec. Process. 50, 179-211. doi: 10.1016/0749-5978(91)90020-T.
    • (1991) Organ. Hum. Dec. Process , vol.50 , pp. 179-211
    • Ajzen, I.1
  • 3
    • 0023020183 scopus 로고
    • The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations
    • doi: 10.1037/0022-3514.51.6.1173
    • Baron, R. M., and Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J. Pers. Soc. Psychol. 51, 1173-1182. doi: 10.1037/0022-3514.51.6.1173.
    • (1986) J. Pers. Soc. Psychol , vol.51 , pp. 1173-1182
    • Baron, R.M.1    Kenny, D.A.2
  • 4
    • 33745700800 scopus 로고    scopus 로고
    • Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: new procedures and recommendations
    • doi: 10.1037/1082-989X.11.2.142
    • Bauer, D. J., Preacher, K. J., and Gil, K. M. (2006). Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: new procedures and recommendations. Psychol. Methods 11, 142-163. doi: 10.1037/1082-989X.11.2.142.
    • (2006) Psychol. Methods , vol.11 , pp. 142-163
    • Bauer, D.J.1    Preacher, K.J.2    Gil, K.M.3
  • 5
    • 0032327732 scopus 로고    scopus 로고
    • Extending the theory of planned behavior: a review and avenues for further research
    • doi: 10.1111/j.1559-1816.1998.tb01685.x
    • Conner, M., and Armitage, C. J. (1998). Extending the theory of planned behavior: a review and avenues for further research. J. Appl. Soc. Psychol. 28, 1429-464. doi: 10.1111/j.1559-1816.1998.tb01685.x.
    • (1998) J. Appl. Soc. Psychol , vol.28 , pp. 1429-1464
    • Conner, M.1    Armitage, C.J.2
  • 6
    • 34548829941 scopus 로고    scopus 로고
    • Hierarchical modeling of sequential behavioral data: examining complex association patterns in mediation models
    • doi: 10.1037/1082-989X.12.3.298
    • Dagne, G. A., Hendricks Brown, C., and Howe, G. W. (2007). Hierarchical modeling of sequential behavioral data: examining complex association patterns in mediation models. Psychol. Methods 12, 298-316. doi: 10.1037/1082-989X.12.3.298.
    • (2007) Psychol. Methods , vol.12 , pp. 298-316
    • Dagne, G.A.1    Hendricks Brown, C.2    Howe, G.W.3
  • 9
    • 84897600979 scopus 로고    scopus 로고
    • Bayesian multilevel models
    • eds M. A. Scott, J. S. Simonoff, and B. D. Marx (Los Angeles, CA: Sage), doi: 10.4135/9781446247600.n4
    • Fahrmeir, L., Kneib, T., and Lang, S. (2013). "Bayesian multilevel models," in The Sage Handbook of Multilevel Modeling, eds M. A. Scott, J. S. Simonoff, and B. D. Marx (Los Angeles, CA: Sage), 53-72. doi: 10.4135/9781446247600.n4.
    • (2013) The Sage Handbook of Multilevel Modeling , pp. 53-72
    • Fahrmeir, L.1    Kneib, T.2    Lang, S.3
  • 10
    • 0030013294 scopus 로고    scopus 로고
    • On design considerations and randomization-based inference for community intervention trials
    • doi: 10.1002/(SICI)1097-0258(19960615)15:11<1069::AID-SIM220>3.0.CO;2-Q
    • Gail, M., Mark, S., Carroll, R., and Green, S. (1996). On design considerations and randomization-based inference for community intervention trials. Stat. Med. 15, 1069-1092. doi: 10.1002/(SICI)1097-0258(19960615)15:11<1069::AID-SIM220>3.0.CO;2-Q.
    • (1996) Stat. Med , vol.15 , pp. 1069-1092
    • Gail, M.1    Mark, S.2    Carroll, R.3    Green, S.4
  • 12
    • 84972492387 scopus 로고
    • Inference from iterative simulation using multiple sequences
    • doi: 10.1214/ss/1177011136
    • Gelman, A., and Rubin, D. B. (1992). Inference from iterative simulation using multiple sequences. Stat. Sci. 7, 457-511. doi: 10.1214/ss/1177011136.
    • (1992) Stat. Sci , vol.7 , pp. 457-511
    • Gelman, A.1    Rubin, D.B.2
  • 13
    • 0242286594 scopus 로고    scopus 로고
    • Computing the distribution of the product of two continuous random variables
    • doi: 10.1016/S0167-9473(02)00234-7
    • Glen, A. G., Leemis, L. M., and Drew, J. H. (2004). Computing the distribution of the product of two continuous random variables. Comput. Stat. Data Anal. 44, 451-464. doi: 10.1016/S0167-9473(02)00234-7.
    • (2004) Comput. Stat. Data Anal , vol.44 , pp. 451-464
    • Glen, A.G.1    Leemis, L.M.2    Drew, J.H.3
  • 14
    • 85129405062 scopus 로고    scopus 로고
    • Bayesian estimation of multilevel models
    • eds J. J. Hox and J. K. Roberts (New York, NY: Routledge)
    • Hamaker, E. L., and Klugkist, I. (2011). "Bayesian estimation of multilevel models," in Handbook of Advanced Multilevel Analysis, eds J. J. Hox and J. K. Roberts (New York, NY: Routledge), 137-162.
    • (2011) Handbook of Advanced Multilevel Analysis , pp. 137-162
    • Hamaker, E.L.1    Klugkist, I.2
  • 15
  • 16
    • 84917274877 scopus 로고    scopus 로고
    • Techniques and Applications, 2nd Edn. New York, NY: Routledge
    • Hox, J. J. (2010). Multilevel Analysis. Techniques and Applications, 2nd Edn. New York, NY: Routledge.
    • (2010) Multilevel Analysis
    • Hox, J.J.1
  • 17
    • 77952823367 scopus 로고    scopus 로고
    • The effect of estimation method and sample size in multilevel structural equation modelling
    • doi: 10.1111/j.1467-9574.2009.00445.x
    • Hox, J. J., Maas, C. J. M., and Brinkhuis, M. J. S. (2010). The effect of estimation method and sample size in multilevel structural equation modelling. Stat. Neerl. 64, 157-170. doi: 10.1111/j.1467-9574.2009.00445.x.
    • (2010) Stat. Neerl , vol.64 , pp. 157-170
    • Hox, J.J.1    Maas, C.J.M.2    Brinkhuis, M.J.S.3
  • 18
    • 84883641307 scopus 로고    scopus 로고
    • How few countries will do? Comparative survey analysis from a Bayesian perspective
    • Hox, J., van de Schoot, R., and Matthijsse, S. (2012). How few countries will do? Comparative survey analysis from a Bayesian perspective. Surv. Res. Methods 6, 87-93.
    • (2012) Surv. Res. Methods , vol.6 , pp. 87-93
    • Hox, J.1    van de Schoot, R.2    Matthijsse, S.3
  • 20
    • 0035535604 scopus 로고    scopus 로고
    • Multilevel modelling of individual and group level mediated effects
    • doi: 10.1207/S15327906MBR3602_06
    • Krull, J. L., and MacKinnon, D. P. (2001). Multilevel modelling of individual and group level mediated effects. Multivariate Behav. Res. 36, 249-277. doi: 10.1207/S15327906MBR3602_06.
    • (2001) Multivariate Behav. Res , vol.36 , pp. 249-277
    • Krull, J.L.1    MacKinnon, D.P.2
  • 22
    • 69949190053 scopus 로고    scopus 로고
    • Sufficient sample sizes for multilevel modelling
    • doi: 10.1027/1614-2241.1.3.85
    • Maas, C. J. M., and Hox, J. J. (2005). Sufficient sample sizes for multilevel modelling. Methodology 1, 86-92. doi: 10.1027/1614-2241.1.3.85.
    • (2005) Methodology , vol.1 , pp. 86-92
    • Maas, C.J.M.1    Hox, J.J.2
  • 24
    • 33847237284 scopus 로고    scopus 로고
    • Mediation analysis
    • doi: 10.1146/annurev.psych.58.110405.085542
    • MacKinnon, D. P., Fairchild, A. J., and Fritz, M. S. (2007). Mediation analysis. Annu. Rev. Psychol. 58, 593-614. doi: 10.1146/annurev.psych.58.110405.085542.
    • (2007) Annu. Rev. Psychol , vol.58 , pp. 593-614
    • MacKinnon, D.P.1    Fairchild, A.J.2    Fritz, M.S.3
  • 25
    • 85035930668 scopus 로고    scopus 로고
    • A comparison to test mediation and other intervening variable effects
    • doi: 10.1037/1082-989X.7.1.83
    • MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., and Sheets, V. (2002a). A comparison to test mediation and other intervening variable effects. Psychol. Methods 7, 83-104. doi: 10.1037/1082-989X.7.1.83.
    • (2002) Psychol. Methods , vol.7 , pp. 83-104
    • MacKinnon, D.P.1    Lockwood, C.M.2    Hoffman, J.M.3    West, S.G.4    Sheets, V.5
  • 26
    • 0036830264 scopus 로고    scopus 로고
    • Mediation designs for tobacco prevention research
    • doi: 10.1016/S0376-8716(02)00216-8
    • MacKinnon, D. P., Taborga M. P., and Morgan-Lopez, A. A. (2002b). Mediation designs for tobacco prevention research. Drug Alcohol Depend. 68, 569-583. doi: 10.1016/S0376-8716(02)00216-8.
    • (2002) Drug Alcohol Depend , vol.68 , pp. 569-583
    • MacKinnon, D.P.1    Taborga, M.P.2    Morgan-Lopez, A.A.3
  • 27
    • 27344454846 scopus 로고    scopus 로고
    • People are variables too: multilevel structural equations modeling
    • doi: 10.1037/1082-989X.10.3.259.
    • Mehta, P. D., and Neale, M. C. (2005), People are variables too: multilevel structural equations modeling. Psychol. Methods 10, 259-284. doi: 10.1037/1082-989X.10.3.259.
    • (2005) Psychol. Methods , vol.10 , pp. 259-284
    • Mehta, P.D.1    Neale, M.C.2
  • 28
    • 77956841670 scopus 로고    scopus 로고
    • A Monte Carlo sample size study: how many countries are needed for accurate multilevel SEM?
    • Meuleman, B., and Billiet, J. (2009). A Monte Carlo sample size study: how many countries are needed for accurate multilevel SEM? Surv. Res. Methods 3, 45-58.
    • (2009) Surv. Res. Methods , vol.3 , pp. 45-58
    • Meuleman, B.1    Billiet, J.2
  • 29
    • 13544258967 scopus 로고    scopus 로고
    • Randomization of clusters versus randomization of persons within clusters: which is preferable?
    • doi: 10.1198/000313005X20727
    • Moerbeek, M. (2005). Randomization of clusters versus randomization of persons within clusters: which is preferable? Am. Stat. 59, 72-78. doi: 10.1198/000313005X20727.
    • (2005) Am. Stat , vol.59 , pp. 72-78
    • Moerbeek, M.1
  • 30
    • 0038289251 scopus 로고    scopus 로고
    • A comparison between traditional methods and multilevel regression for the analysis of multi-center intervention studies
    • doi: 10.1016/S0895-4356(03)00007-6
    • Moerbeek, M., Van Breukelen, G. J. P., and Berger, M. P. F. (2003). A comparison between traditional methods and multilevel regression for the analysis of multi-center intervention studies. J. Clin. Epidemiol. 56, 341-350. doi: 10.1016/S0895-4356(03)00007-6.
    • (2003) J. Clin. Epidemiol , vol.56 , pp. 341-350
    • Moerbeek, M.1    Van Breukelen, G.J.P.2    Berger, M.P.F.3
  • 33
    • 73549114253 scopus 로고    scopus 로고
    • Three-level models for indirect effects in school-and class-randomized experiments in education
    • doi: 10.1080/00220970903224685
    • Pituch, K. A., Murphy, D. L. and Tate, R. L. (2010). Three-level models for indirect effects in school-and class-randomized experiments in education. J. Exp. Educ. 78, 60-95. doi: 10.1080/00220970903224685.
    • (2010) J. Exp. Educ , vol.78 , pp. 60-95
    • Pituch, K.A.1    Murphy, D.L.2    Tate, R.L.3
  • 34
    • 84868105028 scopus 로고    scopus 로고
    • Distinguishing between cross-and cluster-level mediation processes in the cluster randomized trial
    • doi: 10.1177/0049124112460380
    • Pituch, K. A., and Stapleton, L. M. (2012). Distinguishing between cross-and cluster-level mediation processes in the cluster randomized trial. Sociol. Methods Res. 41, 630-670. doi: 10.1177/0049124112460380.
    • (2012) Sociol. Methods Res , vol.41 , pp. 630-670
    • Pituch, K.A.1    Stapleton, L.M.2
  • 35
    • 25444435952 scopus 로고    scopus 로고
    • A comparison of methods to test for mediation in multisite experiments
    • doi: 10.1207/s15327906mbr4001_1
    • Pituch, K. A., Whittaker, T. A., and Stapleton, L. A. (2005). A comparison of methods to test for mediation in multisite experiments. Multivariate Behav. Res. 40, 1-23. doi: 10.1207/s15327906mbr4001_1.
    • (2005) Multivariate Behav. Res , vol.40 , pp. 1-23
    • Pituch, K.A.1    Whittaker, T.A.2    Stapleton, L.A.3
  • 36
    • 79957829538 scopus 로고    scopus 로고
    • Alternative methods for assessing mediation in multilevel data: the advantages of multilevel SEM
    • doi: 10.1080/10705511.2011.557329
    • Preacher, K. J., Zhang, Z., and Zyphur, M. J. (2011). Alternative methods for assessing mediation in multilevel data: the advantages of multilevel SEM. Struct. Equ. Model. 18, 161-182. doi: 10.1080/10705511.2011.557329.
    • (2011) Struct. Equ. Model , vol.18 , pp. 161-182
    • Preacher, K.J.1    Zhang, Z.2    Zyphur, M.J.3
  • 37
    • 0003967354 scopus 로고    scopus 로고
    • Applications and Data Analysis Methods. Thousand Oaks, CA: Sage Publications
    • Raudenbush, S. W., and Bryk, A. (2002). Hierarchical Linear Models. Applications and Data Analysis Methods. Thousand Oaks, CA: Sage Publications.
    • (2002) Hierarchical Linear Models
    • Raudenbush, S.W.1    Bryk, A.2
  • 38
    • 0033229341 scopus 로고    scopus 로고
    • Assessing direct and indirect effects in multilevel designs with latent variables
    • doi: 10.1177/0049124199028002001
    • Raudenbush, S. W., and Sampson, R. (1999). Assessing direct and indirect effects in multilevel designs with latent variables. Sociol. Methods Res. 28, 123-153. doi: 10.1177/0049124199028002001.
    • (1999) Sociol. Methods Res , vol.28 , pp. 123-153
    • Raudenbush, S.W.1    Sampson, R.2
  • 39
    • 38049115204 scopus 로고    scopus 로고
    • Lower level mediation effect analysis in two-level multilevel structural equation modeling approach
    • doi: 10.1080/10705510701575511
    • Raykov, T., and Mels, G. (2007). Lower level mediation effect analysis in two-level multilevel structural equation modeling approach. Struct. Equ. Model. 14, 636-648. doi: 10.1080/10705510701575511.
    • (2007) Struct. Equ. Model , vol.14 , pp. 636-648
    • Raykov, T.1    Mels, G.2
  • 40
    • 84899945186 scopus 로고    scopus 로고
    • A gentle introduction to bayesian analysis: applications to research in child development
    • doi: org/10.1111/cdev.12169. [Epub ahead of print].
    • van de Schoot, R., Kaplan, D., Denissen, J., Asendorpf, J. B., Neyer, F. J., and van Aken, M. A. G. (2013). A gentle introduction to bayesian analysis: applications to research in child development. Child Dev. doi: org/10.1111/cdev.12169. [Epub ahead of print].
    • (2013) Child Dev
    • van de Schoot, R.1    Kaplan, D.2    Denissen, J.3    Asendorpf, J.B.4    Neyer, F.J.5    van Aken, M.A.G.6
  • 41
    • 84936823564 scopus 로고
    • The theory of reasoned action: a meta-analysis of past research with recommendations for modifications and future research
    • doi: 10.1086/209170
    • Sheppard, B. H., Hartwick, J., and Warshaw, P. R. (1988). The theory of reasoned action: a meta-analysis of past research with recommendations for modifications and future research. J. Consum. Res. 15, 325-343. doi: 10.1086/209170.
    • (1988) J. Consum. Res , vol.15 , pp. 325-343
    • Sheppard, B.H.1    Hartwick, J.2    Warshaw, P.R.3
  • 42
    • 84875514169 scopus 로고    scopus 로고
    • Mediation in experimental and nonexperimental studies: new procedures and recommendations
    • doi: 10.1037/1082-989X.7.4.422
    • Shrout, P. E., and Bolger, N. (2002). Mediation in experimental and nonexperimental studies: new procedures and recommendations. Psychol. Methods 7, 422-445. doi: 10.1037/1082-989X.7.4.422.
    • (2002) Psychol. Methods , vol.7 , pp. 422-445
    • Shrout, P.E.1    Bolger, N.2
  • 44
    • 0002037905 scopus 로고
    • Asymptotic confidence intervals for indirect effects in structural Equation models
    • doi: 10.2307/270723
    • Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in structural Equation models. Sociol. Methodol. 13, 290-312. doi: 10.2307/270723.
    • (1982) Sociol. Methodol , vol.13 , pp. 290-312
    • Sobel, M.E.1
  • 45
    • 40249111525 scopus 로고    scopus 로고
    • Test of the three-path mediated effect
    • doi: 10.1177/1094428107300344
    • Taylor, A. B., MacKinnon, D. P., and Tein, J.-Y. (2007). Test of the three-path mediated effect. Organ. Res. Methods 11, 241-269. doi: 10.1177/1094428107300344.
    • (2007) Organ. Res. Methods , vol.11 , pp. 241-269
    • Taylor, A.B.1    MacKinnon, D.P.2    Tein, J.-Y.3
  • 46
    • 72449124266 scopus 로고    scopus 로고
    • Bayesian mediation analysis
    • doi: 10.1037/a0016972
    • Yuan, Y., and MacKinnon, D. P. (2009). Bayesian mediation analysis. Psychol. Methods 14, 301-322. doi: 10.1037/a0016972.
    • (2009) Psychol. Methods , vol.14 , pp. 301-322
    • Yuan, Y.1    MacKinnon, D.P.2
  • 47
    • 70350076901 scopus 로고    scopus 로고
    • Testing multilevel mediation using hierarchical linear models. Problems and solutions
    • doi: 10.1177/1094428108327450
    • Zhang, Z., Zyphur, M. J., and Preacher, K. J. (2009). Testing multilevel mediation using hierarchical linear models. Problems and solutions. Organ. Res. Methods 12, 695-719. doi: 10.1177/1094428108327450.
    • (2009) Organ. Res. Methods , vol.12 , pp. 695-719
    • Zhang, Z.1    Zyphur, M.J.2    Preacher, K.J.3


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