Table 2.

Power calculations were performed via simulation with 1000 iterations via the simr package (Green and MacLeod, 2016)

ModelPredictorData StructureType of testLowerUpper
achan[cz]Asymptotically normalWald z test0.0000.004
achan[pz]Asymptotically normalWald z test0.9660.985
aindexAsymptotically normalWald z test0.8540.896
afreq.classAsymptotically normalWald z test0.0000.004
aindex:freq.classAsymptotically normalWald z test0.0000.004
bchan[cz]Asymptotically normalWald z test0.0000.004
bchan[pz]Asymptotically normalWald z test0.9660.985
bindexAsymptotically normalWald z test0.2310.286
brel.freq.classAsymptotically normalWald z test0.0000.004
bindex:rel.freq.classAsymptotically normalWald z test0.0000.007
cchan[cz]Asymptotically normalWald z test0.0020.012
cchan[pz]Asymptotically normalWald z test0.6630.721
canimacy[−]Asymptotically normalWald z test0.0090.026
cmorphology[−]Asymptotically normalWald z test0.9910.999
cmorphology[+]Asymptotically normalWald z test0.0000.004
cposition[−]Asymptotically normalWald z test0.0000.004
canimacy[−]:morphology[−]Asymptotically normalWald z test0.0100.027
canimacy[−]:morphology[+]Asymptotically normalWald z test0.0860.125
canimacy[−]:position[−]Asymptotically normalWald z test0.0000.004
cmorphology[−]:position[−]Asymptotically normalWald z test0.1470.195
cmorphology[+]:position[−]Asymptotically normalWald z test0.0000.004
canimacy[−]:morphology[−]:position[−]Asymptotically normalWald z test0.0060.020
canimacy[−]:morphology[+]:position[−]Asymptotically normalWald z test0.0000.006
dchanAsymptotically normalType-II Wald χ20.6100.671
danimacyAsymptotically normalType-II Wald χ 20.1790.230
dmorphologyAsymptotically normalType-II Wald χ 20.9961.000
dpositionAsymptotically normalType-II Wald χ 20.9640.985
danimacy:morphologyAsymptotically normalType-II Wald χ 20.1730.223
danimacy:positionAsymptotically normalType-II Wald χ 20.1820.233
dmorphology:positionAsymptotically normalType-II Wald χ 20.9170.949
danimacy:morphology:positionAsymptotically normalType-II Wald χ 20.1780.229
echanAsymptotically normalType-II Wald χ 20.6110.672
eindexAsymptotically normalType-II Wald χ 20.5940.655
efreq.classAsymptotically normalType-II Wald χ 20.9910.999
eanimacyAsymptotically normalType-II Wald χ 20.0370.065
emorphologyAsymptotically normalType-II Wald χ 20.9941.000
epositionAsymptotically normalType-II Wald χ 20.9220.953
eindex:freq.classAsymptotically normalType-II Wald χ 20.8880.925
eindex:animacyAsymptotically normalType-II Wald χ 20.1780.228
efreq.class:animacyAsymptotically normalType-II Wald χ 20.0640.099
eindex:morphologyAsymptotically normalType-II Wald χ 20.4610.523
efreq.class:morphologyAsymptotically normalType-II Wald χ 20.9800.994
eanimacy:morphologyAsymptotically normalType-II Wald χ 20.1690.219
eindex:positionAsymptotically normalType-II Wald χ 20.2640.321
efreq.class:positionAsymptotically normalType-II Wald χ 20.0250.049
eanimacy:positionAsymptotically normalType-II Wald χ 20.0710.107
emorphology:positionAsymptotically normalType-II Wald χ 20.7180.773
eindex:freq.class:animacyAsymptotically normalType-II Wald χ 20.0370.065
eindex:freq.class:morphologyAsymptotically normalType-II Wald χ 20.3580.419
eindex:animacy:morphologyAsymptotically normalType-II Wald χ 20.8840.922
efreq.class:animacy:morphologyAsymptotically normalType-II Wald χ 20.7530.805
eindex:freq.class:positionAsymptotically normalType-II Wald χ 20.3860.448
eindex:animacy:positionAsymptotically normalType-II Wald χ 20.7630.815
efreq.class:animacy:positionAsymptotically normalType-II Wald χ 20.3450.406
eindex:morphology:positionAsymptotically normalType-II Wald χ 20.2690.326
efreq.class:morphology:positionAsymptotically normalType-II Wald χ 20.1460.194
eanimacy:morphology:positionAsymptotically normalType-II Wald χ 20.1290.175
eindex:freq.class:animacy:morphologyAsymptotically normalType-II Wald χ 20.2590.316
eindex:freq.class:animacy:positionAsymptotically normalType-II Wald χ 20.4350.497
eindex:freq.class:morphology:positionAsymptotically normalType-II Wald χ 20.4140.476
eindex:animacy:morphology:positionAsymptotically normalType-II Wald χ 20.2080.262
efreq.class:animacy:morphology:positionAsymptotically normalType-II Wald χ 20.9320.961
eindex:freq.class:animacy:morphology:positionAsymptotically normalType-II Wald χ 20.4880.550
fchanAsymptotically normalType-II Wald χ 20.6110.672
frel.freq.classAsymptotically normalType-II Wald χ 20.8460.889
ffreq.classAsymptotically normalType-II Wald χ 20.8910.927
fanimacyAsymptotically normalType-II Wald χ 20.1920.244
fmorphologyAsymptotically normalType-II Wald χ 20.9961.000
fpositionAsymptotically normalType-II Wald χ 20.6770.734
frel.freq.class:freq.classAsymptotically normalType-II Wald χ 20.8370.881
frel.freq.class:animacyAsymptotically normalType-II Wald χ 20.9941.000
ffreq.class:animacyAsymptotically normalType-II Wald χ 20.3340.395
frel.freq.class:morphologyAsymptotically normalType-II Wald χ 20.0840.122
ffreq.class:morphologyAsymptotically normalType-II Wald χ 20.9830.996
fanimacy:morphologyAsymptotically normalType-II Wald χ 20.6660.724
frel.freq.class:positionAsymptotically normalType-II Wald χ 20.9050.939
ffreq.class:positionAsymptotically normalType-II Wald χ 20.2250.280
fanimacy:positionAsymptotically normalType-II Wald χ 20.4060.468
fmorphology:positionAsymptotically normalType-II Wald χ 20.9780.993
frel.freq.class:freq.class:animacyAsymptotically normalType-II Wald χ 20.0670.102
frel.freq.class:freq.class:morphologyAsymptotically normalType-II Wald χ 20.2760.334
frel.freq.class:animacy:morphologyAsymptotically normalType-II Wald χ 20.2420.298
ffreq.class:animacy:morphologyAsymptotically normalType-II Wald χ 20.8950.931
frel.freq.class:freq.class:positionAsymptotically normalType-II Wald χ 20.3610.422
frel.freq.class:animacy:positionAsymptotically normalType-II Wald χ 20.0850.124
ffreq.class:animacy:positionAsymptotically normalType-II Wald χ 20.6960.752
frel.freq.class:morphology:positionAsymptotically normalType-II Wald χ 20.0610.095
ffreq.class:morphology:positionAsymptotically normalType-II Wald χ 20.4050.467
fanimacy:morphology:positionAsymptotically normalType-II Wald χ 20.1950.247
frel.freq.class:freq.class:animacy:morphologyAsymptotically normalType-II Wald χ 20.2810.340
frel.freq.class:freq.class:animacy:positionAsymptotically normalType-II Wald χ 20.0540.087
frel.freq.class:freq.class:morphology:positionAsymptotically normalType-II Wald χ 20.0660.101
frel.freq.class:animacy:morphology:positionAsymptotically normalType-II Wald χ 20.3360.397
  • “Lower” and “upper” are the bounds of the 95% confidence interval on the power estimates. No power estimates are provided for model comparisons, because it is not entirely clear which model to use as the simulation basis, especially for non-nested models. We note moreover that observed power calculations are problematic (Hoenig and Heisey, 2001) and indeed closely follows the observed significance (as implemented here: |t| > 2 or p < 0.05).