Table 2.
Percent of variation in gestational age explained by neonatal metabolic screening markers in the model-building dataset
| Model description | No. model parametersa | No. observations | R2 (%) | RMSE |
|---|---|---|---|---|
| Final metabolite model | 88 | 153,342 | 53.1 | 1.3 |
| Final metabolite model excluding infants with abnormal neonatal screens | 88 | 148,104 | 50.1 | 1.3 |
| Final metabolite model excluding infants on total parenteral nutrition | 88 | 151,293 | 47.9 | 1.3 |
| Final metabolite model excluding statistical outliers as defined as those with residuals less than −1.96 and greater than 1.96 | 88 | 146,083 | 55.4 | 1.1 |
| Final metabolite model + month and year of collection | 104 | 153,342 | 53.4 | 1.3 |
| Month and year of collection only | 17 | 153,342 | 1.2 | 1.9 |
| Final metabolite model + multiple gestation status (yes/no) | 89 | 153,342 | 53.7 | 1.3 |
| Multiple gestation status only | 2 | 153,342 | 4.8 | 1.9 |
| Final metabolite model including only singleton births | 88 | 147,597 | 49.4 | 1.3 |
| Final metabolite model + age at collection (hours) | 91 | 153,322 | 53.1 | 1.3 |
| Age at collection (hours) only | 4 | 153,322 | 0.05 | 1.9 |
| Final metabolite model in subset with nonmissing age at collection | 88 | 153,322 | 53.1 | 1.3 |
| Final metabolite model + infant sex | 89 | 152,674 | 53.2 | 1.3 |
| Infant sex only | 2 | 152,674 | 0.02 | 1.9 |
| Final metabolite model in subset with non-missing infant sex | 88 | 152,674 | 53.1 | 1.3 |
| Final metabolite model + infant weight, g | 91 | 153,008 | 66.1 | 1.1 |
| Infant weight, g only | 4 | 153,008 | 54.5 | 1.3 |
| Final metabolite model + weight for gestational age (AGA, LGA, and SGA) | 90 | 153,008 | 53.1 | 1.3 |
| Weight for gestational age (AGA, LGA, and SGA) only | 3 | 153,008 | 0 | 1.9 |
| Final metabolite model in subset with nonmissing weight | 88 | 153,008 | 52.9 | 1.3 |
AGA, average-for-gestational age; LGA, large-for-gestational age; RMSE, root-mean-square error; SGA, small-for-gestational age.
Ryckman. Metabolic predictors of gestational age. Am J Obstet Gynecol 2016.
Model parameters include the intercept term.