Skip to main content
. Author manuscript; available in PMC: 2022 Nov 1.
Published in final edited form as: Comput Methods Programs Biomed. 2021 Sep 13;211:106397. doi: 10.1016/j.cmpb.2021.106397

Table 4.

The best ACDM model generated the twenty features with the highest Gini importance.

Rank Features Gini importance

1 The number of 655 recurrences 0.108
2 SD between 655 recurrences 0.0919
3 SE between 655 recurrences 0.0809
4 Interquartile range of 655 recurrences 0.0731
5 Mean duration between 665 recurrences 0.0599
6 Mean duration between 655 recurrences 0.0592
7 Maximum duration between 655 recurrences 0.0565
8 Median duration between 655 recurrences 0.0511
9 The number of 665 recurrences 0.0432
10 Maximum duration between 665 recurrences 0.0398
11 Minimum duration between 655 recurrences 0.0379
12 665→655 0.0302
13 652→655 0.0233
14 653→655 0.0196
15 293 0.0155
16 652→653 0.0132
17 655→665 0.0112
18 The number of 653 recurrences 0.0108
19 Mean duration between 635 recurrences 0.0104
20 785 0.00818

Phecode 293: “Symptoms involving head and neck”

Phecode 635: “Hemorrhage during pregnancy; childbirth and postpartum”

Phecode 652: “Malposition and malpresentation of fetus or obstruction”

Phecode 653: “Problems associated with amniotic cavity and membranes”

Phecode 655: “Known or suspected fetal abnormality affecting management of mother”

Phecode 665: “Obstetrical/birth trauma”

Phecode 785: “Abdominal pain”