Table 5.
Effect of regularization on depression score (PHQ-9) using hybrid models.
PHQ-9 score |
||
---|---|---|
MODEL 1 |
MODEL 2 |
|
B coeff (95% CI) | B coeff (95% CI) | |
Applicant (ref. undocumented) (within-individual effect) | −0.93 (−1.89, 0.04) | −0.77 (−1.74, 0.20) |
Regularized (ref. undocumented) (within-individual effect) | −1.56 (−2.65, −0.46)** | −1.33 (−2.43, −0.23)* |
Applicant (ref. undocumented) (between-individual effect) | −2.67 (−4.12, −1.22)*** | −1.55 (−2.95, −0.15)* |
Regularized (ref. undocumented) (between-individual effect) | −3.28 (−4.48, −2.08)*** | −2.31 (−3.48, −1.14)*** |
Wave 1 (ref. Wave 3) | −1.08 (−1.69, −0.48)*** | −1.04 (−1.65, −0.44)*** |
Wave 2 (ref. Wave 3) | −0.77 (−1.31, −0.23)** | −0.62 (−1.17, −0.08)* |
Wave 4 (ref. Wave 3) | 0.14 (−0.43, 0.71) | 0.22 (−0.35, 0.79) |
Women (ref. Men) | 0.75 (−0.20, 1.70) | |
Age at baseline | −0.11 (−0.15, −0.06)*** | |
African (ref. Latino American) | 2.12 (0.39, 3.84)* | |
East Asian (ref. Latino American) | −0.53 (−1.50, 0.44) | |
Eastern European (ref. Latino American) | −2.19 (−3.91, −0.47)* | |
Secondary education (ref. Primary education) | 0.27 (−1.11, 1.65) | |
Tertiary education (ref. Primary education) | 0.56 (−0.98, 2.09) | |
Length of stay at baseline | 0.02 (−0.07, 0.11) | |
Ability to face an unexpected bill (ref. No) | −0.88 (−1.44, −0.34)** | |
Number of working hours | −0.02 (−0.03, −0.00)* | |
Satisfaction with housing conditions (scale from 0 to 10) | −0.27 (−0.38, −0.16)*** | |
Poor (very bad to sufficient) proficiency in French (ref. Good to Excellent) | −0.20 (−0.72, 0.33) | |
Partnership status (single) (ref. Married) | 0.53 (−0.27, 1.33) | |
Partnership status (unmarried couple) (ref. Married) | −0.25 (−1.09, 0.59) | |
Nb. Children |
0.07(-0.21, 0.35) |
|
Observations (n, N) | 387, 1304 | 387, 1304 |
R2 interindividual | 0.081 | 0.3 |
R2 residual | 0.014 | 0.02 |
***p < 0.001; **p < 0.01; *p < 0.05, Data source: Parchemins study.