Table 3.

Ranked feature importance for the deep neural network (DNN) model.

Rank	Males	Females
21	Criminal conviction of either parent	Criminal conviction of either parent
20	Number of academic subjects failed	Number of academic subjects failed
19	ADHD relative	Head circumference
18	Depression relative	ADHD relative
17	Depression	Depression relative
16	Head circumference	Allergic rhinitis and allergic conjunctivitis
15	Allergic rhinitis and allergic conjunctivitis	Criminal conviction
14	Anxiety	Anxiety relative
13	Anxiety relative	Anxiety
12	Autism disorder	Autism disorder
11	Criminal conviction	Depression
10	Allergic dermatitis	Sleep disorders
9	Sleep disorders	Allergic dermatitis
8	Eating disorders	Alcohol disorder relative
7	Speech/learning disability	Asthma relative
6	Alcohol disorder relative	Speech/learning disability
5	Substance use disorders relative	Substance use disorders relative
4	Asthma relative	Motor/tic disorders
3	Motor/tic disorders	Small size for age
2	Small size for age	Eating disorders relative
1	Eating disorders relative	Eating disorders

Rank based on SHAP feature importance (mean absolute Shapley values). Importance ranging from 1 (less important) to 21 (most important).