Hybrid Diagnosis Models for Autism Patients Based on Medical and Sociodemographic Features Using Machine Learning and Multicriteria Decision-Making (MCDM) Techniques: An Evaluation and Benchmarking Framework

Table 8

Feature selection results and relevant FWIZC weights.

No.	Chi2-FWIZC weights		IG-FWIZC weights		ReF-FWIZC weights
1	The blood type of the father	0.015933	The blood type of the patient	0.018751	The patient’s blood type	0.016909
2	Vitamin D3	0.015897	The blood type of the mother	0.016847	mother’s blood type	0.015103
3	Vitamin B12	0.01408	The blood type of the father	0.016847	Father’s blood type	0.015103
4	Jaundice	0.026866	Relative relation	0.015771	m-age	0.028678
5	Marital relationship for parents	0.017665	Vitamin B12	0.014603	f-age	0.016089
6	Patient moving at home	0.033561	Vitamin zinc	0.014603	The age difference between the parents	0.013883
7	Relative relation	0.015516	The age difference between the parents	0.015771	Jaundice	0.025819
8	The blood type of the mother	0.015933	Premature baby	0.026891	Relative relation	0.013883
9	The blood type of the patient	0.017694	Marital relationship for parents	0.022249	Maternal diseases during pregnancy	0.026403
10	Premature baby	0.02585	Blood match	0.021993	Complications of childbirth for the child	0.03063
11	Duration of premature baby	0.024033	Sex	0.027507	Duration	0.022304
12	Sex	0.026708	Unnatural medicines for mother	0.029702	Sex	0.024509
13	Smell the food	0.019389	Taste the food	0.017561	Unnatural medicines for mother	0.026673
14	Taste the food	0.017166	Chewing food	0.014437	Smells food	0.017956
15	Chewing food	0.013635	Annoying from clothing tag	0.019961	Taste the food	0.015681
16	Annoying from clothing tag	0.019389	Waves	0.030499	Chews food before eating it	0.013272
17	Waves	0.028859	Patient moving at home	0.035524	Annoyance with clothing tag	0.017956
18	Patient moves around itself	0.039434	Patient moves around itself	0.041172	Moves around itself	0.037286
19	He is afraid of loud sounds	0.030589	He is afraid of loud sounds	0.031994	He is afraid of loud sounds	0.029177
20	Carry out orders	0.03512	Carry out orders	0.03685	Carry out orders	0.033518
21	Laughing for no reason	0.036231	Laughing for no reason	0.037755	Laughing for no reason	0.034157
22	Crying for no reason	0.027171	Crying for no reason	0.028323	Crying for no reason	0.025705
23	Mind wandering	0.033023	Mind wandering	0.034608	Mind wandering	0.031512
24	Play with children	0.032062	Play with children	0.033915	Mingles with children	0.030955
25	Kisses with a sound	0.015932	Kisses with a sound	0.016912	He kisses the mother by the sound	0.015596
26	Escaping home when doors are open	0.020294	Escaping home when doors are open	0.023215	If he opens the door of the house, he escapes	0.019783
27	Pointing with the index finger	0.033556	Pointing with the index finger	0.039766	Pointing with the index finger	0.031951
28	Notice the sound of the bell	0.025596	Notice the sound of the bell	0.029171	Notice the sound of the bell	0.02424
29	Notice his name	0.032634	Notice his name	0.033905	Notice his name	0.030632
30	Responds when parents call by name	0.023678	Responds when parents call by name	0.024576	Responds when parents call by name	0.022287
31	Diapers	0.020406	Diapers	0.021429	Bathroom skills	0.029392
32	Bathroom skills	0.030423	Bathroom skills	0.032171	Is there a language now?	0.037463
33	Is there a language now?	0.039972	Is there a language now?	0.041533	Arrange things in one row	0.029863
34	Arrange things in one row	0.031764	He plays with circle things	0.032964	Nodded	0.033562
35	He plays with circle things	0.031703	Nodded	0.036986	Marital relationship	0.019868
36	Nodded	0.035259	Duration of premature baby	0.024929	Blood match	0.019786
37	The age difference between the parents	0.015516	Smell the food	0.019961	Toxoplasmosis	0.020299
38	Unnatural medicines for mother	0.028723	Father age	0.018348	Complications of childbirth for the mother	0.02848
39	Complications of childbirth for the child	0.032738			Premature baby	0.024148
40					Diapers	0.019626
41					He plays with circle things	0.029863