Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Est. (b) | SE | CI95 | Est. (b) | SE | CI95 | Est. (b) | SE | CI95 | Est. (b) | SE | CI95 | Est. (b) | SE | CI95 | |
Fixed effects | |||||||||||||||
Intercept | 34.18*** | 1.3 | [31.64; 36.72] | 31.72*** | 1.3 | [29.16; 34.26] | 29.37*** | 1.28 | [26.86; 31.85] | 33.36*** | 1.23 | [30.98; 35.75] | 33.12*** | 1.23 | [30.69; 35.54] |
Age | − 0.04 | 0.06 | [− 0.17; 0.08] | − 0.04 | 0.06 | [− 0.16; 0.09] | 0 | 0.06 | [− 0.12; 0.13] | − 0.01 | 0.06 | [− 0.13; 0.11] | 0 | 0.06 | [− 0.12; 0.12] |
Sex (male) | |||||||||||||||
Female | − 1.15*** | 0.13 | [− 1.41; − 0.89] | − 1.15*** | 0.13 | [− 1.42; − 0.90] | − 0.88*** | 0.13 | [− 1.14; − 0.63] | − 0.59*** | 0.13 | [− 0.84; − 0.35] | − 0.61*** | 0.13 | [− 0.86; − 0.36] |
University program (bio-related) | |||||||||||||||
Non-biology | − 0.33 | 0.18 | [− 0.68; 0.01] | − 0.06 | 0.17 | [− 0.40; 0.28] | − 0.03 | 0.17 | [− 0.36; 0.30] | − 0.01 | 0.17 | [− 0.34; 0.32] | |||
Interest in biology | 0.47*** | 0.05 | [0.38; 0.56] | 0.37*** | 0.05 | [0.27; 0.46] | 0.32*** | 0.05 | [0.23; 0.41] | 0.32*** | 0.05 | [0.23; 0.41] | |||
Knowledge | 0.37*** | 0.03 | [0.31; 0.42] | 0.24*** | 0.03 | [0.19; 0.29] | 0.23*** | 0.03 | [0.18; 0.29] | ||||||
Religious faith | − 0.12*** | 0 | [− 0.12; − 0.11] | − 0.11*** | 0.01 | [− 0.12; − 0.10] | |||||||||
Denomination (none) | |||||||||||||||
Protestant | − 0.67** | 0.25 | [− 1.18; − 0.19] | ||||||||||||
Christian free Churches | − 0.53 | 0.28 | [− 1.07; 0.01] | ||||||||||||
Catholic | 0.29 | 0.18 | [− 0.06; 0.65] | ||||||||||||
Orthodox | 0.09 | 0.26 | [− 0.41; 0.60] | ||||||||||||
Muslim | − 1.91*** | 0.45 | [− 2.78; − 1.00] | ||||||||||||
Other | − 0.27 | 0.26 | [− 0.77; 0.23] |
Std. dev | CI95 | Std. dev | CI95 | Std. dev | CI95 | Std. dev | CI95 | Std. dev | CI95 | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Variance components | |||||||||||||||
Country (Intercept) | 1.59 | [1.02; 2.04] | 1.32 | [0.85; 1.72] | 1.01 | [0.63; 1.32] | 0.99 | [0.62; 1.29] | 1.02 | [0.63; 1.33] | |||||
Residual | 4.63 | [4.55; 4.71] | 4.58 | [4.50; 4.66] | 4.52 | [4.44; 4.60] | 4.3 | [4.23; 4.38] | 4.29 | [4.21; 4.36] | |||||
Model diagnostics | |||||||||||||||
AIC | 36,849 | 36,698 | 36,530 | 35,920 | 35,889 | ||||||||||
BIC | 36,883 | 36,745 | 36,584 | 35,981 | 35,990 | ||||||||||
\({X}^{2}\) | 73.50*** | 155.30*** | 169.81*** | 611.62*** | 43.51*** | ||||||||||
ICC | 0.1 | 0.08 | 0.05 | 0.05 | 0.05 | ||||||||||
Fixed Pseudo-R2 | 0.01 | 0.04 | 0.08 | 0.19 | 0.19 | ||||||||||
Total Pseudo-R2 | 0.11 | 0.11 | 0.13 | 0.23 | 0.23 |