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

Table 4.

Hurdle models for the English 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 Spanish
Within-utterance CS to Spanish
Estimate
SE
χ2
p
Estimate
SE
χ2
p
Logistic model of odds of engaging in CS
Observations n = 60 (31 DLD, 29 TLD) n = 60 (31 DLD, 29 TLD)
Intercept −1.20 0.54 −0.58 0.42
Age in months (centered) −0.06 0.06 1.29 .256 −0.02 0.03 0.22 .638
English BESA (group z score) −1.13 0.45 8.20 .004 −0.73 0.32 5.68 .017
Group (DLD vs. TLD) −1.19 0.85 2.15 .143 −0.23 0.63 0.13 .715
Spanish BESA (group z score) 0.66 0.38 3.30 .069 0.29 0.30 0.96 .328

Negative binomial count model of CS utterances (out of total utterances) given at least one CS utterance
Observations n = 13 (10 DLD, three TLD) n = 21 (12 DLD, nine TLD)
Intercept n/a (too few observations) −2.72 0.58
Age in months (centered) −0.03 0.05 0.33 .566
English BESA (group z score) −0.99 0.45 4.61 .032
Group (DLD vs. TLD) 0.24 0.62 0.15 .702
Spanish BESA (group z score) 0.61 0.36 2.66 .103

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.