Table 9. Feature ranking results obtained through Random Forests on the Takashi2019 diabetes type 1 dataset.

We computed the average Borda score on 1,000 executions of Random Forests. At the beginning of each execution we randomly shuffled the dataset instances.

Rank	Feature	Average borda score	s.d.
1	Age	1.275	1.719
2	Bolus	6.955	5.488
3	Gait speed	7.537	5.657
4	eGFR	8.244	5.683
5	TDD	9.683	5.467
6	Grip strength	10.517	5.116
7	BMI	10.578	5.319
8	Adiponectin	10.991	5.019
9	Basal	11.025	4.959
10	HbA1c	11.063	4.906
11	Bodyfat	11.139	4.664
12	OC	11.177	4.536
13	Sex	11.178	5.174
14	Free-test	11.200	4.798
15	Knee extension strength	11.322	4.777
16	SMI	11.458	4.521
17	ucOC	11.459	4.497
18	Insulin regimen	11.564	4.809
19	Added weight	11.635	4.535

Notes.

s.d.

standard deviation