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Volumn 5, Issue 1, 2016, Pages

Applications of structural equation modeling (SEM) in ecological studies: an updated review

Author keywords

Bayesian; Ecological; Feedback loops; Latent growth curve; Model fit; Model identification; Model selection; Sample size; SEM

Indexed keywords

FEEDBACK; SCANNING ELECTRON MICROSCOPY;

EID: 85016489843     PISSN: None     EISSN: 21921709     Source Type: Journal    
DOI: 10.1186/s13717-016-0063-3     Document Type: Review
Times cited : (773)

References (100)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike H (1974) A new look at the statistical model identification. IEEE Trans Automat Contr 19(6):716–723
    • (1974) IEEE Trans Automat Contr , vol.19 , Issue.6 , pp. 716-723
    • Akaike, H.1
  • 2
    • 16244365882 scopus 로고    scopus 로고
    • Ecological time-series analysis through structural modelling with latent constructs: concepts, methods and applications
    • Almaraz P (2005) Ecological time-series analysis through structural modelling with latent constructs: concepts, methods and applications. C R Biol 328(4):301–316
    • (2005) C R Biol , vol.328 , Issue.4 , pp. 301-316
    • Almaraz, P.1
  • 4
    • 85042498461 scopus 로고    scopus 로고
    • Causal inference from big data: theoretical foundations and the data-fusion problem
    • Bareinboim E, Pearl J (2015) Causal inference from big data: theoretical foundations and the data-fusion problem. Available via DIALOG. http://oai.dtic.mil/oai/oai?verb=getRecord&metadataPrefix=html&identifier=ADA623167. Accessed 11 Nov 2016
    • (2015) Available via DIALOG
    • Bareinboim, E.1    Pearl, J.2
  • 5
    • 33846845117 scopus 로고    scopus 로고
    • Structural equation modelling: adjudging model fit
    • Barrett P (2007) Structural equation modelling: adjudging model fit. Pers Individ Dif 42(5):815–824
    • (2007) Pers Individ Dif , vol.42 , Issue.5 , pp. 815-824
    • Barrett, P.1
  • 6
    • 0025397298 scopus 로고
    • Comparative fit indexes in structural models
    • COI: 1:STN:280:DyaK3c3gslGlsg%3D%3D
    • Bentler PM (1990) Comparative fit indexes in structural models. Psychol Bull 107(2):238–246
    • (1990) Psychol Bull , vol.107 , Issue.2 , pp. 238-246
    • Bentler, P.M.1
  • 7
    • 4243159210 scopus 로고
    • Significance tests and goodness of fit in the analysis of covariance structures
    • Bentler PM, Bonett DG (1980) Significance tests and goodness of fit in the analysis of covariance structures. Psychol Bull 88(3):588–606
    • (1980) Psychol Bull , vol.88 , Issue.3 , pp. 588-606
    • Bentler, P.M.1    Bonett, D.G.2
  • 8
    • 84970378038 scopus 로고
    • Practical issues in structural modeling
    • Bentler PM, Chou CP (1987) Practical issues in structural modeling. Socio Meth Res 16(1):78–117
    • (1987) Socio Meth Res , vol.16 , Issue.1 , pp. 78-117
    • Bentler, P.M.1    Chou, C.P.2
  • 9
    • 0036408331 scopus 로고    scopus 로고
    • Latent variables in psychology and the social sciences
    • Bollen KA (2002) Latent variables in psychology and the social sciences. Annu Rev Psychol 53(1):605–634
    • (2002) Annu Rev Psychol , vol.53 , Issue.1 , pp. 605-634
    • Bollen, K.A.1
  • 11
    • 85126028662 scopus 로고    scopus 로고
    • Eight myths about causality and structural equation models
    • Morgan SL, (ed), Springer, Netherlands
    • Bollen KA, Pearl J (2013) Eight myths about causality and structural equation models. In: Morgan SL (ed) Handbook of causal analysis for social research. Springer, Netherlands
    • (2013) Handbook of causal analysis for social research
    • Bollen, K.A.1    Pearl, J.2
  • 12
    • 0000025871 scopus 로고
    • Science and statistics
    • Box GE (1976) Science and statistics. J Amer Statist Assoc 71(356):791–799
    • (1976) J Amer Statist Assoc , vol.71 , Issue.356 , pp. 791-799
    • Box, G.E.1
  • 13
    • 84901007699 scopus 로고    scopus 로고
    • Forty years after Lee’s Requiem: are we beyond the seven sins
    • Brommelstroet M, Pelzer P, Geertman S (2014) Forty years after Lee’s Requiem: are we beyond the seven sins. Environ Plann B 41(3):381–387
    • (2014) Environ Plann B , vol.41 , Issue.3 , pp. 381-387
    • Brommelstroet, M.1    Pelzer, P.2    Geertman, S.3
  • 15
    • 0001233581 scopus 로고
    • Alternative ways of assessing model fit
    • Bollen KA, Long JS, (eds), Sage, Newbury Park
    • Browne MW, Cudeck R (1993) Alternative ways of assessing model fit. In: Bollen KA, Long JS (eds) Testing Structural Equation Models. Sage, Newbury Park
    • (1993) Testing Structural Equation Models
    • Browne, M.W.1    Cudeck, R.2
  • 17
    • 8744307994 scopus 로고    scopus 로고
    • Multimodel inference understanding AIC and BIC in model selection
    • Burnham KP, Anderson DR (2004) Multimodel inference understanding AIC and BIC in model selection. Socio Meth Res 33(2):261–304
    • (2004) Socio Meth Res , vol.33 , Issue.2 , pp. 261-304
    • Burnham, K.P.1    Anderson, D.R.2
  • 18
    • 78650752639 scopus 로고    scopus 로고
    • AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons
    • Burnham KP, Anderson DR, Huyvaert KP (2011) AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons. Behav Ecol Sociobiol 65(1):23–35
    • (2011) Behav Ecol Sociobiol , vol.65 , Issue.1 , pp. 23-35
    • Burnham, K.P.1    Anderson, D.R.2    Huyvaert, K.P.3
  • 20
    • 84978646021 scopus 로고    scopus 로고
    • Assessing ecological integrity: a multi-scale structural and functional approach using structural equation modeling
    • Capmourteres V, Anand M (2016) Assessing ecological integrity: a multi-scale structural and functional approach using structural equation modeling. Ecol Indic http://dx.doi.org/10.1016/j.ecolind.2016.07.006
    • (2016) Ecol Indic
    • Capmourteres, V.1    Anand, M.2
  • 21
    • 84953967952 scopus 로고
    • Path analysis and factors affecting primary productivity
    • Chang WY (1981) Path analysis and factors affecting primary productivity. J Freshwater Ecol 1(1):113–120
    • (1981) J Freshwater Ecol , vol.1 , Issue.1 , pp. 113-120
    • Chang, W.Y.1
  • 22
    • 84990218366 scopus 로고    scopus 로고
    • Absence of net long-term successional facilitation by alder in a boreal Alaska floodplain. Ecology
    • Chapin FS, Conway AJ, Johnstone JF, Hollingsworth TN, Hollingsworth J (2016) Absence of net long-term successional facilitation by alder in a boreal Alaska floodplain. Ecology, doi: http://dx.doi.org/10.1002/ecy.1529
    • (2016) doi:
    • Chapin, F.S.1    Conway, A.J.2    Johnstone, J.F.3    Hollingsworth, T.N.4    Hollingsworth, J.5
  • 24
    • 77954538180 scopus 로고    scopus 로고
    • Structural equation-based latent growth curve modeling of watershed attribute-regulated stream sensitivity to reduced acidic deposition
    • COI: 1:CAS:528:DC%2BC3cXovVamurs%3D
    • Chen Y, Lin L (2010) Structural equation-based latent growth curve modeling of watershed attribute-regulated stream sensitivity to reduced acidic deposition. Ecol Model 221(17):2086–2094
    • (2010) Ecol Model , vol.221 , Issue.17 , pp. 2086-2094
    • Chen, Y.1    Lin, L.2
  • 25
    • 42549141146 scopus 로고    scopus 로고
    • An empirical evaluation of the use of fixed cutoff points in RMSEA test statistic in structural equation models
    • Chen F, Curran PJ, Bollen KA, Kirby J, Paxton P (2008) An empirical evaluation of the use of fixed cutoff points in RMSEA test statistic in structural equation models. Socio Meth Res 36(4):462–494
    • (2008) Socio Meth Res , vol.36 , Issue.4 , pp. 462-494
    • Chen, F.1    Curran, P.J.2    Bollen, K.A.3    Kirby, J.4    Paxton, P.5
  • 29
    • 0028439090 scopus 로고
    • Applications of standard error estimates in unrestricted factor analysis: significance tests for factor loadings and correlations
    • COI: 1:STN:280:DyaK2c3os1OltA%3D%3D
    • Cudeck R, Odell LL (1994) Applications of standard error estimates in unrestricted factor analysis: significance tests for factor loadings and correlations. Psychol Bull 115(3):475–487
    • (1994) Psychol Bull , vol.115 , Issue.3 , pp. 475-487
    • Cudeck, R.1    Odell, L.L.2
  • 30
    • 0842285954 scopus 로고    scopus 로고
    • Have multilevel models been structural equation models all along?
    • Curran PJ (2003) Have multilevel models been structural equation models all along? Multivar Behav Res 38(4):529–569
    • (2003) Multivar Behav Res , vol.38 , Issue.4 , pp. 529-569
    • Curran, P.J.1
  • 31
    • 0001922927 scopus 로고    scopus 로고
    • The robustness of test statistics to nonnormality and specification error in confirmatory factor analysis
    • Curran PJ, West SG, Finch JF (1996) The robustness of test statistics to nonnormality and specification error in confirmatory factor analysis. Psychol Methods 1(1):16–29
    • (1996) Psychol Methods , vol.1 , Issue.1 , pp. 16-29
    • Curran, P.J.1    West, S.G.2    Finch, J.F.3
  • 32
    • 0036321402 scopus 로고    scopus 로고
    • The noncentral chi-square distribution in misspecified structural equation models: finite sample results from a Monte Carlo simulation
    • Curran PJ, Bollen KA, Paxton P, Kirby J, Chen F (2002) The noncentral chi-square distribution in misspecified structural equation models: finite sample results from a Monte Carlo simulation. Multivar Behav Res 37(1):1–36
    • (2002) Multivar Behav Res , vol.37 , Issue.1 , pp. 1-36
    • Curran, P.J.1    Bollen, K.A.2    Paxton, P.3    Kirby, J.4    Chen, F.5
  • 34
    • 84929954201 scopus 로고    scopus 로고
    • From patterns to causal understanding: structural equation modeling (SEM) in soil ecology
    • Eisenhauer N, Bowker M, Grace J, Powell J (2015) From patterns to causal understanding: structural equation modeling (SEM) in soil ecology. Pedobiologia 58(2):65–72
    • (2015) Pedobiologia , vol.58 , Issue.2 , pp. 65-72
    • Eisenhauer, N.1    Bowker, M.2    Grace, J.3    Powell, J.4
  • 35
    • 24944456035 scopus 로고    scopus 로고
    • Sensitivity of fit indexes to misspecified structural or measurement model components: rationale of two-index strategy revisited
    • Fan X, Sivo SA (2005) Sensitivity of fit indexes to misspecified structural or measurement model components: rationale of two-index strategy revisited. Struct Equ Modeling 12(3):343–367
    • (2005) Struct Equ Modeling , vol.12 , Issue.3 , pp. 343-367
    • Fan, X.1    Sivo, S.A.2
  • 36
    • 22144444619 scopus 로고    scopus 로고
    • Effects of sample size, estimation methods, and model specification on structural equation modeling fit indexes
    • Fan X, Thompson B, Wang L (1999) Effects of sample size, estimation methods, and model specification on structural equation modeling fit indexes. Struct Equ Modeling 6(1):56–83
    • (1999) Struct Equ Modeling , vol.6 , Issue.1 , pp. 56-83
    • Fan, X.1    Thompson, B.2    Wang, L.3
  • 37
    • 33847179367 scopus 로고    scopus 로고
    • Required sample size to detect the mediated effect
    • Fritz MS, MacKinnon DP (2007) Required sample size to detect the mediated effect. Psychol Sci 18(3):233–239
    • (2007) Psychol Sci , vol.18 , Issue.3 , pp. 233-239
    • Fritz, M.S.1    MacKinnon, D.P.2
  • 38
    • 0042941065 scopus 로고
    • Personal identification and description
    • Galton F (1888) Personal identification and description. Nature 38:173–177
    • (1888) Nature , vol.38 , pp. 173-177
    • Galton, F.1
  • 40
    • 42249098723 scopus 로고    scopus 로고
    • Representing general theoretical concepts in structural equation models: the role of composite variables
    • Grace JB, Bollen KA (2008) Representing general theoretical concepts in structural equation models: the role of composite variables. Environ Ecol Stat 15(2):191–213
    • (2008) Environ Ecol Stat , vol.15 , Issue.2 , pp. 191-213
    • Grace, J.B.1    Bollen, K.A.2
  • 41
    • 77649200985 scopus 로고    scopus 로고
    • On the specification of structural equation models for ecological systems
    • Grace JB, Anderson TM, Olff H, Scheiner SM (2010) On the specification of structural equation models for ecological systems. Ecol Monogr 80(1):67–87
    • (2010) Ecol Monogr , vol.80 , Issue.1 , pp. 67-87
    • Grace, J.B.1    Anderson, T.M.2    Olff, H.3    Scheiner, S.M.4
  • 42
    • 0002011245 scopus 로고
    • The statistical implications of a system of simultaneous equations
    • Haavelmo T (1943) The statistical implications of a system of simultaneous equations. Econometrica 11(1):1–12
    • (1943) Econometrica , vol.11 , Issue.1 , pp. 1-12
    • Haavelmo, T.1
  • 46
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • Hinton GE, Osindero S, Teh YW (2006) A fast learning algorithm for deep belief nets. Neural Comput 18(7):1527–1554
    • (2006) Neural Comput , vol.18 , Issue.7 , pp. 1527-1554
    • Hinton, G.E.1    Osindero, S.2    Teh, Y.W.3
  • 49
    • 84926625865 scopus 로고    scopus 로고
    • Reporting results from structural equation modeling analyses in Archives of Scientific Psychology
    • Hoyle RH, Isherwood JC (2013) Reporting results from structural equation modeling analyses in Archives of Scientific Psychology. Arch Sci Psychol 1:14–22
    • (2013) Arch Sci Psychol , vol.1 , pp. 14-22
    • Hoyle, R.H.1    Isherwood, J.C.2
  • 50
    • 67650706330 scopus 로고    scopus 로고
    • Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives
    • Hu LT, Bentler PM (1999) Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Struct Equ Modeling 6(1):1–55
    • (1999) Struct Equ Modeling , vol.6 , Issue.1 , pp. 1-55
    • Hu, L.T.1    Bentler, P.M.2
  • 51
    • 75349090894 scopus 로고    scopus 로고
    • Structural equations modeling: fit indices, sample size, and advanced topics
    • Iacobucci D (2010) Structural equations modeling: fit indices, sample size, and advanced topics. J Consum Psychol doi: http://dx.doi.org/10.1016/j.jcps.2009.09.003
    • (2010) J Consum Psychol doi:
    • Iacobucci, D.1
  • 52
    • 64649086851 scopus 로고    scopus 로고
    • Reporting practices in confirmatory factor analysis: an overview and some recommendations
    • Jackson DL, Gillaspy JA, Purc-Stephenson R (2009) Reporting practices in confirmatory factor analysis: an overview and some recommendations. Psychol Methods 14(1):6–23
    • (2009) Psychol Methods , vol.14 , Issue.1 , pp. 6-23
    • Jackson, D.L.1    Gillaspy, J.A.2    Purc-Stephenson, R.3
  • 53
    • 1242296549 scopus 로고    scopus 로고
    • Model selection in ecology and evolution
    • Johnson JB, Omland KS (2004) Model selection in ecology and evolution. Trends Ecol Evol 19(2):101–108
    • (2004) Trends Ecol Evol , vol.19 , Issue.2 , pp. 101-108
    • Johnson, J.B.1    Omland, K.S.2
  • 55
    • 34250481868 scopus 로고
    • A general approach to confirmatory maximum likelihood factor analysis
    • Joreskog KG (1969) A general approach to confirmatory maximum likelihood factor analysis. Psychometrika 34(2):183–202
    • (1969) Psychometrika , vol.34 , Issue.2 , pp. 183-202
    • Joreskog, K.G.1
  • 56
    • 84959298880 scopus 로고
    • A general method for estimating a linear structural equation system
    • Joreskog KG (1970) A general method for estimating a linear structural equation system. ETS Research Bulletin Series 1970(2):1–41
    • (1970) ETS Research Bulletin Series , vol.1970 , Issue.2 , pp. 1-41
    • Joreskog, K.G.1
  • 57
    • 0001571057 scopus 로고
    • Structural analysis of covariance and correlation matrices
    • Joreskog KG (1978) Structural analysis of covariance and correlation matrices. Psychometrika 43(4):443–473
    • (1978) Psychometrika , vol.43 , Issue.4 , pp. 443-473
    • Joreskog, K.G.1
  • 58
    • 0000270024 scopus 로고
    • Estimation of a model with multiple indicators and multiple causes of a single latent variable
    • Joreskog KG, Goldberger AS (1975) Estimation of a model with multiple indicators and multiple causes of a single latent variable. JASA 70(351a):631–639
    • (1975) JASA , vol.70 , Issue.351a , pp. 631-639
    • Joreskog, K.G.1    Goldberger, A.S.2
  • 61
    • 24944586514 scopus 로고    scopus 로고
    • The relation among fit indexes, power, and sample size in structural equation modeling
    • Kim KH (2005) The relation among fit indexes, power, and sample size in structural equation modeling. Struct Equ Modeling 12(3):368–390
    • (2005) Struct Equ Modeling , vol.12 , Issue.3 , pp. 368-390
    • Kim, K.H.1
  • 62
    • 41549134928 scopus 로고    scopus 로고
    • Reverse arrow dynamics. Formative measurement and feedback loops
    • Hancock GR, Mueller RO, (eds), Information Age Publishing, Greenwich
    • Kline RB (2006) Reverse arrow dynamics. Formative measurement and feedback loops. In: Hancock GR, Mueller RO (eds) Structural equation modeling: A second course. Information Age Publishing, Greenwich
    • (2006) Structural equation modeling: A second course
    • Kline, R.B.1
  • 65
    • 84930630277 scopus 로고    scopus 로고
    • Deep learning
    • COI: 1:CAS:528:DC%2BC2MXht1WlurzP
    • LeCun Y, Bengio Y, Hinton G (2015) Deep learning. Nature 521(7553):436–444
    • (2015) Nature , vol.521 , Issue.7553 , pp. 436-444
    • LeCun, Y.1    Bengio, Y.2    Hinton, G.3
  • 67
    • 84952838213 scopus 로고    scopus 로고
    • Lefcheck J (2015) piecewiseSEM: Piecewise structural equation modelling in r for ecology, evolution, and systematics. Methods Ecol Evol
    • Lefcheck J (2015) piecewiseSEM: Piecewise structural equation modelling in r for ecology, evolution, and systematics. Methods Ecol Evol, doi: http://dx.doi.org/10.1111/2041-210X.12512
  • 68
    • 84985991107 scopus 로고    scopus 로고
    • Linking individual-level functional traits to tree growth in a subtropical forest. Ecology
    • Liu X, Swenson NG, Lin D, Mi X, Umaña MN, Schmid B, Ma K (2016) Linking individual-level functional traits to tree growth in a subtropical forest. Ecology, doi: http://dx.doi.org/10.1002/ecy.1445
    • (2016) doi:
    • Liu, X.1    Swenson, N.G.2    Lin, D.3    Mi, X.4    Umaña, M.N.5    Schmid, B.6    Ma, K.7
  • 69
    • 0031510495 scopus 로고    scopus 로고
    • Power analysis in covariance structure modeling using GFI and AGFI
    • COI: 1:STN:280:DC%2BC28nisVKjsg%3D%3D
    • MacCallum RC, Hong S (1997) Power analysis in covariance structure modeling using GFI and AGFI. Multivar Behav Res 32(2):193–210
    • (1997) Multivar Behav Res , vol.32 , Issue.2 , pp. 193-210
    • MacCallum, R.C.1    Hong, S.2
  • 70
    • 0020870095 scopus 로고
    • Experimental ecological genetics in Plantago: a structural equation approach to fitness components in P. aristata and P. patagonica
    • Maddox GD, Antonovics J (1983) Experimental ecological genetics in Plantago: a structural equation approach to fitness components in P. aristata and P. patagonica. Ecology 64(5):1092–1099
    • (1983) Ecology , vol.64 , Issue.5 , pp. 1092-1099
    • Maddox, G.D.1    Antonovics, J.2
  • 71
    • 85047669360 scopus 로고    scopus 로고
    • Principles and practice in reporting structural equation analyses
    • McDonald RP, Ho MH (2002) Principles and practice in reporting structural equation analyses. Psychol Methods 7(1):64–82
    • (2002) Psychol Methods , vol.7 , Issue.1 , pp. 64-82
    • McDonald, R.P.1    Ho, M.H.2
  • 72
    • 27344454846 scopus 로고    scopus 로고
    • People are variables too: multilevel structural equations modeling
    • Mehta PD, Neale MC (2005) People are variables too: multilevel structural equations modeling. Psychol Methods 10(3):259–284
    • (2005) Psychol Methods , vol.10 , Issue.3 , pp. 259-284
    • Mehta, P.D.1    Neale, M.C.2
  • 73
    • 84863322444 scopus 로고    scopus 로고
    • semPLS: structural equation modeling using partial least squares
    • Monecke A, Leisch F (2012) semPLS: structural equation modeling using partial least squares. J Stat Softw 48(3):1–32
    • (2012) J Stat Softw , vol.48 , Issue.3 , pp. 1-32
    • Monecke, A.1    Leisch, F.2
  • 75
    • 70349102828 scopus 로고    scopus 로고
    • Performance of several variable-selection methods applied to real ecological data
    • Murtaugh PA (2009) Performance of several variable-selection methods applied to real ecological data. Ecol Lett 12(10):1061–1068
    • (2009) Ecol Lett , vol.12 , Issue.10 , pp. 1061-1068
    • Murtaugh, P.A.1
  • 76
    • 0345040656 scopus 로고    scopus 로고
    • How to use a Monte Carlo study to decide on sample size and determine power
    • Muthen LK, Muthen BO (2002) How to use a Monte Carlo study to decide on sample size and determine power. Struct Equ Modeling 9(4):599–620
    • (2002) Struct Equ Modeling , vol.9 , Issue.4 , pp. 599-620
    • Muthen, L.K.1    Muthen, B.O.2
  • 77
    • 15744367850 scopus 로고    scopus 로고
    • Causality: models, reasoning, and inference. Econometr Theor
    • Pearl J (2003) Causality: models, reasoning, and inference. Econometr Theor, doi:: http://dx.doi.org/10.1017/S0266466603004109
    • (2003) doi::
    • Pearl, J.1
  • 78
    • 70349349170 scopus 로고    scopus 로고
    • Cambridge University Press, New York
    • Pearl J (2009) Causality. Cambridge University Press, New York
    • (2009) Causality
    • Pearl, J.1
  • 79
    • 84864294125 scopus 로고    scopus 로고
    • The causal foundations of structural equation modeling
    • Hoyle RH, (ed), Guilford, New York
    • Pearl J (2012) The causal foundations of structural equation modeling. In: Hoyle RH (ed) Handbook of Structural Equation Modeling. Guilford, New York, pp 68–91
    • (2012) Handbook of Structural Equation Modeling , pp. 68-91
    • Pearl, J.1
  • 80
    • 0000450161 scopus 로고
    • On the laws of inheritance in man. I. Inheritance of physical characters
    • Pearson K, Lee A (1903) On the laws of inheritance in man. I. Inheritance of physical characters. Biometrika 2(4):357–462
    • (1903) Biometrika , vol.2 , Issue.4 , pp. 357-462
    • Pearson, K.1    Lee, A.2
  • 82
    • 0002884680 scopus 로고
    • Bayesian model selection in structural equation models
    • Bollen KA, Long JS, (eds), Sage, Newbury Park
    • Raftery AE (1993) Bayesian model selection in structural equation models. In: Bollen KA, Long JS (eds) Testing structural equation models. Sage, Newbury Park
    • (1993) Testing structural equation models
    • Raftery, A.E.1
  • 83
    • 84863306901 scopus 로고    scopus 로고
    • lavaan: An R package for structural equation modeling
    • Rosseel Y (2012) lavaan: An R package for structural equation modeling. J Stat Softw 48(2):1–36
    • (2012) J Stat Softw , vol.48 , Issue.2 , pp. 1-36
    • Rosseel, Y.1
  • 84
    • 81255138263 scopus 로고    scopus 로고
    • Effects of skewness and kurtosis on normal-theory based maximum likelihood test statistic in multilevel structural equation modeling
    • Ryu E (2011) Effects of skewness and kurtosis on normal-theory based maximum likelihood test statistic in multilevel structural equation modeling. Behav Res Methods 43(4):1066–1074
    • (2011) Behav Res Methods , vol.43 , Issue.4 , pp. 1066-1074
    • Ryu, E.1
  • 85
    • 84924618136 scopus 로고    scopus 로고
    • Structural equation modeling as a tool to develop conservation strategies using environmental indicators: the case of the forests of the Magdalena river basin in Mexico City
    • Santibáñez-Andrade G, Castillo-Argüero S, Vega-Peña E, Lindig-Cisneros R, Zavala-Hurtado J (2015) Structural equation modeling as a tool to develop conservation strategies using environmental indicators: the case of the forests of the Magdalena river basin in Mexico City. Ecol Indic 54:124–136
    • (2015) Ecol Indic , vol.54 , pp. 124-136
    • Santibáñez-Andrade, G.1    Castillo-Argüero, S.2    Vega-Peña, E.3    Lindig-Cisneros, R.4    Zavala-Hurtado, J.5
  • 86
    • 38849176100 scopus 로고    scopus 로고
    • Selection of important variables and determination of functional form for continuous predictors in multivariable model building
    • Sauerbrei W, Royston P, Binder H (2007) Selection of important variables and determination of functional form for continuous predictors in multivariable model building. Stat Med 26(30):5512–5528
    • (2007) Stat Med , vol.26 , Issue.30 , pp. 5512-5528
    • Sauerbrei, W.1    Royston, P.2    Binder, H.3
  • 87
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz G (1978) Estimating the dimension of a model. Ann Stat 6(2):461–464
    • (1978) Ann Stat , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 88
    • 84939693633 scopus 로고    scopus 로고
    • Using structural equation modeling to test established theory and develop novel hypotheses for the structuring forces in soil food webs
    • Shao Y, Bao W, Chen D, Eisenhauer N, Zhang W, Pang X, Xu G, Fu S (2015) Using structural equation modeling to test established theory and develop novel hypotheses for the structuring forces in soil food webs. Pedobiologia 58(4):137–145
    • (2015) Pedobiologia , vol.58 , Issue.4 , pp. 137-145
    • Shao, Y.1    Bao, W.2    Chen, D.3    Eisenhauer, N.4    Zhang, W.5    Pang, X.6    Xu, G.7    Fu, S.8
  • 90
    • 12144272522 scopus 로고    scopus 로고
    • A simulation study to investigate the use of cutoff values for assessing model fit in covariance structure models
    • Sharma S, Mukherjee S, Kumar A, Dillon WR (2005) A simulation study to investigate the use of cutoff values for assessing model fit in covariance structure models. J Bus Res 58(7):935–943
    • (2005) J Bus Res , vol.58 , Issue.7 , pp. 935-943
    • Sharma, S.1    Mukherjee, S.2    Kumar, A.3    Dillon, W.R.4
  • 92
    • 63849095741 scopus 로고    scopus 로고
    • Confirmatory path analysis in a generalized multilevel context
    • Shipley B (2009) Confirmatory path analysis in a generalized multilevel context. Ecology 90(2):363–368
    • (2009) Ecology , vol.90 , Issue.2 , pp. 363-368
    • Shipley, B.1
  • 93
    • 84904265287 scopus 로고    scopus 로고
    • Soil fertility is associated with fungal and bacterial richness, whereas pH is associated with community composition in polar soil microbial communities
    • COI: 1:CAS:528:DC%2BC2cXht12ntrzP
    • Siciliano S, Anne P, Tristrom W, Eric L, Andrew B, Mark B, van Josie D, Ji M, Belinda F, Paul G, Chu H, Ian S (2014) Soil fertility is associated with fungal and bacterial richness, whereas pH is associated with community composition in polar soil microbial communities. Soil Biol Biochem 78:10–20
    • (2014) Soil Biol Biochem , vol.78 , pp. 10-20
    • Siciliano, S.1    Anne, P.2    Tristrom, W.3    Eric, L.4    Andrew, B.5    Mark, B.6    van Josie, D.7    Ji, M.8    Belinda, F.9    Paul, G.10    Chu, H.11    Ian, S.12
  • 94
    • 0000600340 scopus 로고
    • General Intelligence,” objectively determined and measured
    • Spearman C (1904) “General Intelligence,” objectively determined and measured. Am J Psychol 15(2):201–292
    • (1904) Am J Psychol , vol.15 , Issue.2 , pp. 201-292
    • Spearman, C.1
  • 96
    • 84898058835 scopus 로고    scopus 로고
    • Coupled dynamics of urban landscape pattern and socioeconomic drivers in Shenzhen, China
    • Tian T, Chen J, Yu SX (2013) Coupled dynamics of urban landscape pattern and socioeconomic drivers in Shenzhen, China. Landscape Ecol 29(4):715–727
    • (2013) Landscape Ecol , vol.29 , Issue.4 , pp. 715-727
    • Tian, T.1    Chen, J.2    Yu, S.X.3
  • 98
    • 0002864926 scopus 로고
    • On the nature of size factors
    • COI: 1:STN:280:DC%2BD2s%2FmsVaktw%3D%3D
    • Wright S (1918) On the nature of size factors. Genetics 3(4):367–374
    • (1918) Genetics , vol.3 , Issue.4 , pp. 367-374
    • Wright, S.1
  • 99
    • 0001752079 scopus 로고
    • The relative importance of heredity and environment in determining the piebald pattern of guinea-pigs
    • COI: 1:STN:280:DC%2BD28zhsFCktw%3D%3D
    • Wright S (1920) The relative importance of heredity and environment in determining the piebald pattern of guinea-pigs. Proc Natl Acad Sci USA 6(6):320–332
    • (1920) Proc Natl Acad Sci USA , vol.6 , Issue.6 , pp. 320-332
    • Wright, S.1
  • 100
    • 0001589778 scopus 로고
    • Correlation and causation
    • Wright S (1921) Correlation and causation. J Agric Res 20(7):557–585
    • (1921) J Agric Res , vol.20 , Issue.7 , pp. 557-585
    • Wright, S.1


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