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. Author manuscript; available in PMC: 2017 Nov 11.
Published in final edited form as: Multivariate Behav Res. 2016 Nov 11;51(6):818–838. doi: 10.1080/00273171.2016.1243461

Table 5.

Examples of Response Patterns That Favor the Unidimensional over the Bifactor

df 65 65 9 7

Patterna LogLU LogLB INDCHI
dsU2
dsB2
ωU ωB
drU2
drB2
PU PB PN
11444 11211 −26.66 −32.73 −12.15 1774.96 1778.37 0.22 0.22 68.91 24.43 0 0 8
11444 11414 −36.91 −42.85 −11.88 3644.06 3658.99 0.16 0.16 88.16 59.23 0 0 3
11444 14423 −29.72 −35.17 −10.89 2648.96 2662.52 0.18 0.18 69.72 39.52 0 0 0
11344 11444 −32.35 −37.52 −10.34 2308.3 2305.34 0.2 0.2 78.57 50.98 0 0 −1
11444 34144 −26.33 −30.55 −8.45 1997.8 2009.76 0.21 0.21 58.71 27.68 0 0 −2
11433 14222 −22.08 −26.23 −8.3 1359.78 1371.94 0.26 0.26 46.9 31.42 0 0 1
11433 13344 −24.92 −29.04 −8.24 1631.59 1646 0.23 0.23 53.21 38.81 0 0 −3
11434 14444 −31.31 −35.33 −8.03 2640.6 2651.01 0.18 0.18 69.37 47.38 0 0 −4
11144 11111 −26.17 −30.08 −7.82 1287.47 1301.9 0.26 0.26 72.58 10.22 0 0.18 6
11344 14244 −29.33 −33.04 −7.4 2474.72 2475.69 0.19 0.19 68.9 35.34 0 0 −2
11343 31122 −20.64 −24.19 −7.1 944.23 946.37 0.31 0.31 46.2 16.56 0 0.02 3
12344 31111 −21.75 −25.28 −7.06 975.06 975.36 0.3 0.3 52.43 13.64 0 0.06 7
11444 34443 −25.64 −29.05 −6.81 1622.58 1626.69 0.24 0.23 55.7 22.95 0 0 −4
12244 11211 −21.97 −25.36 −6.78 829.58 835.17 0.33 0.33 57.48 14.07 0 0.05 7
11441 14411 −34.33 −37.71 −6.76 3573.61 3614.62 0.16 0.16 71.88 61.89 0 0 0
11422 12234 −20.85 −24.16 −6.63 1014.53 1030.97 0.3 0.3 40.04 34.05 0 0 −2
11344 42222 −22.25 −25.54 −6.56 1078.21 1078.63 0.29 0.29 51.57 10.92 0 0.14 1
44111 34132 −21.65 −24.86 −6.42 954.78 961.89 0.31 0.31 45.25 31.33 0 0 −2
11441 12112 −26.76 −29.96 −6.42 1850.86 1883.85 0.22 0.22 52.49 42.05 0 0 4
11422 21241 −24.88 −28.08 −6.42 1371.69 1378.43 0.26 0.26 47.14 44.47 0 0 0
44111 21221 −16.77 −19.95 −6.35 604.39 615.46 0.39 0.38 29.26 19.14 0 0.01 3
44121 41111 −21.82 −25 −6.35 1061.32 1071.79 0.29 0.29 41.81 38.84 0 0 4
11421 11141 −26.53 −29.7 −6.33 1631.72 1644.38 0.23 0.23 49.2 50.06 0 0 1
11243 12111 −20.26 −23.42 −6.32 819.29 818.55 0.33 0.33 48.91 6.74 0 0.46 5
11411 11244 −25.43 −28.5 −6.14 1386.98 1395.96 0.25 0.25 51.26 38.95 0 0 −4
11422 11211 −15.68 −18.73 −6.1 395.55 403.69 0.48 0.47 25.46 21.17 0 0 4
11342 21111 −20.18 −23.2 −6.03 824.14 828.3 0.33 0.33 41.83 16.53 0 0.02 5
11423 42122 −20.98 −23.96 −5.97 929.52 938.03 0.31 0.31 40.46 30.4 0 0 0
12244 22111 −19.73 −22.67 −5.89 685.77 688.89 0.36 0.36 48.96 5.67 0 0.58 6
11414 14111 −32.47 −35.4 −5.86 2557.28 2570.72 0.19 0.19 65.88 56.58 0 0 3

Note: df is degrees of freedom for distance measures; LogLU is the log-likelihood under the unidimensional model; LogLB is the log-likelihood under the bifactor model; INDCHI is individual contribution to chi-square; dsU is “implausibility” distance in unidimensional model; dsB is “implausibility” distance in bifactor model; ωU is case weight based on dsU in unidimensional model; ωB is case weight based on dsB in bifactor model; drU is “unmodelability” distance in unidimensional model; drB is “unmodelability” distance in bifactor model; PU and PB are significance levels of drU and drB respectively; PN is the difference between scores based on positively-worded items and negatively-worded items.

a

The first five items (1, 2, 4, 6, 7) are positively worded, and the second five items (3, 5, 8, 9, 10) are the negatively worded.