Skip to main content
. 2023 Jun 20;54(3):996–1019. doi: 10.1044/2023_LSHSS-22-00149

Table 3.

Hurdle models for the Spanish samples examining predictors of the odds of engaging in any between-utterance and within-utterance code-switching (CS; top) and the frequency of such CS among those children who switch at least once (bottom).

Variable Between-utterance CS to English
Within-utterance CS to English
Estimate
SE
χ2
p
Estimate
SE
χ2
p
Logistic model of odds of engaging in CS
Observations n = 66 (33 DLD, 33 TLD) n = 66 (33 DLD, 33 TLD)
Intercept −2.20 0.76 0.67 0.40
Age in months (centered) −0.23 0.09 10.22 .001 −0.02 0.03 0.35 .555
Spanish BESA (group z score) −1.24 0.60 5.49 .019 −0.49 0.29 3.06 .080
Group (DLD vs. TLD) −1.85 1.20 3.26 .071 −0.80 0.59 1.89 .170
English BESA (group z score) 0.36 0.48 0.58 .447 0.40 0.29 2.08 .149
Spanish BESA x Group 3.28 1.27 9.49 .002 Adding an interaction term does not improve the model (χ2 = 0.79, p = .37)

Negative binomial count model of CS utterances (out of total utterances) given at least one CS utterance
Observations n = 12 (10 DLD, two TLD) n = 37 (22 DLD, 15 TLD)
Intercept n/a (too few observations) −2.61 0.32
Age in months (centered) −0.05 0.02 4.46 .035
Spanish BESA (group z score) −0.76 0.26 7.81 .005
Group (DLD vs. TLD) −0.34 0.43 0.59 .441
English BESA (group z score) 0.05 0.27 0.03 .859
Spanish BESA x Group Adding an interaction term does not improve the model (χ2 = 0.44, p = .51)

Note. Bold values indicate significant effects based on a likelihood ratio test. To measure proficiency while reducing the confound with diagnostic status, Spanish and English Bilingual English-Spanish Assessment (BESA) morphosyntax standard scores were z scored within each group separately. Coefficients indicate the effect of a 1 SD increase above the mean score within the child's group. DLD = developmental language disorder; TLD = typical language development; n/a = not applicable.