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. Author manuscript; available in PMC: 2014 Aug 6.
Published in final edited form as: JAMA Pediatr. 2014 Aug 1;168(8):729–736. doi: 10.1001/jamapediatrics.2014.118

Table 2.

Results of the Primary Linear Regression Analysis With IQ at Age 6 Years as the Dependent Variablea

Effect F Score df Coefficient (95% CI) P Value
Breastfeeding status 4.1 1 4.1 (0.1 to 8.1) .045
AED group across 4 drugs 7.9 3 Not applicable <.001
Maternal IQ 6.8 1 0.2 (0.0 to 0.4) .01
Periconception folate use 8.1 1 5.7 (1.7 to 9.7) .005
AED dosage 6.6 1 −0.1 (−0.2 to 0.0) .01
Propensity scoreb 1.1 1 7.5 (−6.6 to 21.6) .30

Abbreviation: AED, antiepileptic drug.

a

Linear regression models were used to examine breastfeeding effects adjusting for covariates. The goal was a parsimonious model in which all covariates were significant at the .05 level and a model that was not overfitted. To select covariates for inclusion in the model, we first relied on an approach that considered a priori hypotheses about clinical relevance. Breastfeeding status was included as the primary covariate of interest. Because specific AED, dosage, and maternal IQ were considered important covariates, we included these variables as predictors in the linear model, with child IQ as the outcome. Other covariates were added individually to the model and included if significant (P < .05) and not collinear with existing predictors. We inspected diagnostic plots to ensure that distributional assumptions of the models were met. An automated backward selection method confirmed our selection of covariates. Backward elimination started from the full model, including all possible covariates, which were deleted one by one based on a significance limit of .10. At each step, the covariate showing the smallest contribution was deleted based on the F score.

b

Propensity scores are predicted probabilities of receiving a treatment given baseline covariates.22,23 Individuals with the same propensity score values are considered balanced with respect to their observed covariates.