Table 2.
AUROC, accuracy, and precision with cumulating number of top 15 factors using random forest algorithm for childhood weight status*
| Cumulating number of top 15 factors | AUROC | Accuracy | Precision | |
|---|---|---|---|---|
|
Underweight
|
|
|
|
|
| Maternal BMI |
1 |
0.692 |
0.644 |
0.703 |
| Age |
2 |
0.711 |
0.651 |
0.675 |
| Paternal BMI |
3 |
0.749 |
0.688 |
0.701 |
| Paternal reproductive age |
4 |
0.740 |
0.675 |
0.695 |
| Maternal reproductive age |
5 |
0.747 |
0.673 |
0.692 |
| Birth weight |
6 |
0.753 |
0.690 |
0.705 |
| Sedentary time |
7 |
0.749 |
0.693 |
0.710 |
| Outdoor activities |
8 |
0.737 |
0.680 |
0.687 |
| Screen time |
9 |
0.739 |
0.677 |
0.688 |
| Eating speed |
10 |
0.736 |
0.666 |
0.672 |
| Breastfeeding |
11 |
0.741 |
0.679 |
0.685 |
| Birth length |
12 |
0.735 |
0.670 |
0.675 |
| Bedtime |
13 |
0.750 |
0.690 |
0.700 |
| Gestational week |
14 |
0.754 |
0.693 |
0.706 |
| Time to add solid food |
15 |
0.747 |
0.684 |
0.694 |
|
Overweight
|
|
|
|
|
| Age |
1 |
0.753 |
0.741 |
0.785 |
| Fast food intake frequency |
2 |
0.749 |
0.736 |
0.776 |
| Maternal BMI |
3 |
0.757 |
0.727 |
0.765 |
| Paternal BMI |
4 |
0.764 |
0.725 |
0.749 |
| Sedentary time |
5 |
0.775 |
0.726 |
0.749 |
| Maternal reproductive age |
6 |
0.774 |
0.722 |
0.749 |
| Paternal reproductive age |
7 |
0.777 |
0.729 |
0.759 |
| Birth weight |
8 |
0.788 |
0.724 |
0.751 |
| Outdoor activities |
9 |
0.788 |
0.732 |
0.762 |
| Bedtime |
10 |
0.795 |
0.735 |
0.776 |
| Breastfeeding |
11 |
0.799 |
0.734 |
0.778 |
| Eating speed |
12 |
0.805 |
0.736 |
0.780 |
| Screen time |
13 |
0.803 |
0.737 |
0.780 |
| Night meal intake frequency |
14 |
0.799 |
0.734 |
0.778 |
| Birth length |
15 |
0.804 |
0.744 |
0.789 |
|
Obesity
|
|
|
|
|
| Age |
1 |
0.773 |
0.769 |
0.786 |
| Fast food intake frequency |
2 |
0.784 |
0.772 |
0.776 |
| Maternal BMI |
3 |
0.808 |
0.755 |
0.761 |
| Paternal BMI |
4 |
0.828 |
0.771 |
0.779 |
| Sedentary time |
5 |
0.829 |
0.771 |
0.781 |
| Maternal reproductive age |
6 |
0.832 |
0.771 |
0.779 |
| Bedtime |
7 |
0.835 |
0.763 |
0.779 |
| Outdoor activities |
8 |
0.835 |
0.770 |
0.790 |
| Paternal reproductive age |
9 |
0.837 |
0.776 |
0.795 |
| Birth weight |
10 |
0.836 |
0.779 |
0.789 |
| Eating speed |
11 |
0.844 |
0.780 |
0.793 |
| Breastfeeding |
12 |
0.842 |
0.782 |
0.797 |
| Screen time |
13 |
0.845 |
0.779 |
0.792 |
| Night meal intake frequency |
14 |
0.843 |
0.778 |
0.791 |
| Chronic diseases | 15 | 0.844 | 0.779 | 0.794 |