Table 8.
Simulated parameters |
Estimated parameter values
|
σ | r2 | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Genetic main effects (G)
|
Environmental effects (E) and G × E
|
||||||||||||||||||||
Homozygous
|
Heterogygous
|
Epistatic
|
E | Homozygous
|
Heterozyous
|
Epistatic
|
|||||||||||||||
dA | dB | hA | hB | iAB | jAB | jBA | lAB | βm | βdA | βdB | βhA | βhB | βiAB | βjAB | βjBA | βlAB | |||||
1 | 1 | 1 | 1 | −1 | −1 | −1 | −1 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |||||
Data | Method | ||||||||||||||||||||
True latent trait | Normal errors | θ | 0.989 | 0.959 | 1.023 | 1.028 | −0.983 | −0.976 | −0.981 | −0.991 | 0.501 | 0.002 | 0.008 | −0.004 | −0.006 | −0.004 | −0.003 | −0.003 | −0.002 | 1.006 | 0.541 |
t | 30.39 | 29.47 | 22.39 | 22.34 | −30.19 | −21.20 | −21.47 | −15.32 | 78.63 | 0.36 | 1.22 | −0.43 | −0.67 | −0.55 | −0.28 | −0.30 | −0.18 | – | – | ||
Normal errors | θ | 0.467 | – | 0.492 | – | – | – | – | – | 0.490 | 0.010 | – | 0.004 | – | – | – | – | – | 1.328 | 0.199 | |
t | 5.39 | – | 11.53 | – | – | – | – | – | 82.22 | 1.63 | – | 0.47 | – | – | – | – | – | ||||
Normal errors | θ | .001 | 0.998 | 1.004 | 0.998 | −1.001 | −0.988 | −0.994 | −1.002 | 0.496 | – | – | – | – | – | – | – | – | 1.006 | 0.541 | |
t | 156.7 | 156.3 | 111.7 | 110.6 | −156.7 | −109.5 | −110.6 | −78.84 | 156.3 | – | – | – | – | – | – | – | – | – | – | ||
Logistic regression | θ | 2.912 | 2.988 | 3.106 | 3.149 | −2.775 | −2.787 | −3.016 | −3.260 | 0.674 | 0.218 | 0.210 | 0.183 | 0.176 | −0.246 | −0.236 | −0.203 | −0.156 | – | – | |
t | 0.05 | 0.05 | 0.05 | 0.05 | −0.04 | −0.04 | −0.05 | −0.05 | 0.05 | 0.02 | 0.02 | 0.02 | 0.01 | −0.02 | −0.02 | −0.02 | −0.01 | – | – | ||
Equal item parameters | Sum score | θ | −0.876 | −0.985 | −0.621 | −0.765 | 0.082 | 1.021 | 0.920 | 0.880 | 1.331 | 0.425 | 0.450 | 0.379 | 0.402 | −0.416 | −0.415 | −0.431 | −0.433 | 3.918 | 0.218 |
t | −6.91 | −7.77 | −3.49 | −4.27 | 6.47 | 5.69 | 5.17 | 3.49 | 53.56 | 17.10 | 18.13 | 10.87 | 11.45 | −16.76 | −12.66 | −12.36 | −8.75 | – | – | ||
Square root transformation | θ | −0.025 | −0.086 | 0.029 | −0.015 | 0.014 | 0.156 | 0.076 | 0.040 | 0.344 | 0.101 | 0.113 | 0.092 | 0.099 | −0.099 | −0.105 | −0.110 | −0.106 | 0.986 | 0.292 | |
t | −0.79 | −2.71 | 0.65 | −0.33 | 0.42 | 1.23 | 1.69 | 0.63 | 54.98 | 16.21 | 18.09 | 10.45 | 11.21 | −15.77 | −11.89 | −12.52 | −8.49 | – | – | ||
Variable item parameters | Sum score | θ | 1.268 | 1.242 | 1.523 | 1.532 | −1.220 | −1.222 | −1.355 | −1.524 | 1.271 | 0.218 | 0.224 | 0.173 | 0.164 | −0.230 | −0.221 | −0.203 | −0.172 | 3.277 | 0.404 |
t | 11.95 | 11.71 | 10.22 | 10.21 | −11.50 | −8.15 | −9.10 | −7.23 | 61.17 | 10.49 | 10.79 | 5.93 | 5.58 | −11.05 | −7.50 | −6.95 | −4.16 | – | – | ||
Square root transformation | θ | 0.595 | 0.586 | 0.623 | 0.623 | −0.584 | −0.588 | −0.606 | −0.621 | 0.240 | −0.006 | −0.005 | −0.011 | −0.013 | 0.004 | 0.006 | 0.008 | 0.011 | 0.555 | 0.534 | |
t | 33.12 | 32.66 | 24.71 | 24.69 | −32.53 | −23.16 | −24.05 | −17.40 | 68.17 | −1.83 | −1.34 | −2.23 | −2.62 | 1.18 | 1.21 | 1.68 | 1.56 | – | – |
Estimates from fitting logistic regression to dichotomized sum scores are uninformative and not presented for this model