Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier

Table 2 Logistic regression analysis results

Factors	$\overset{\lower0.5em\hbox{$\smash{\scriptscriptstyle\frown}$}}{\beta }$	SE	Wald ${}^{2}$	P	OR	OR(95%CI)
Factors		SE	Wald ${}^{2}$	P	OR	Lower	Upper
Age(${\mathrm{x}}_{2}$)	0.177	0.088	4.073	0.044	1.194	1.005	1.419
Region(${\mathrm{x}}_{3}$)	0.499	0.110	20.494	< 0.001	1.647	1.327	2.405
Heart rate(${\mathrm{x}}_{14}$)	0.308	0.132	8.256	0.004	1.462	1.128	1.895
BMI(${\mathrm{x}}_{15}$)	0.325	0.074	19.528	< 0.001	1.384	1.198	1.599
Hypertension (${\mathrm{x}}_{17}$)	0.642	0.119	29.384	< 0.001	1.901	1.507	2.398
Hyperlipidemia(${\mathrm{x}}_{18}$)	0.276	0.111	6.138	0.013	1.318	1.059	1.639
Constant	− 3.783	0.195	376.027	< 0.001	0.023

ISSN: 1472-6947

Factors	\(\overset{\lower0.5em\hbox{$\smash{\scriptscriptstyle\frown}$}}{\beta }\)	SE	Wald \({}^{2}\)	P	OR	OR(95%CI)
Factors		SE	Wald \({}^{2}\)	P	OR	Lower	Upper
Age(\({\mathrm{x}}_{2}\))	0.177	0.088	4.073	0.044	1.194	1.005	1.419
Region(\({\mathrm{x}}_{3}\))	0.499	0.110	20.494	< 0.001	1.647	1.327	2.405
Heart rate(\({\mathrm{x}}_{14}\))	0.308	0.132	8.256	0.004	1.462	1.128	1.895
BMI(\({\mathrm{x}}_{15}\))	0.325	0.074	19.528	< 0.001	1.384	1.198	1.599
Hypertension (\({\mathrm{x}}_{17}\))	0.642	0.119	29.384	< 0.001	1.901	1.507	2.398
Hyperlipidemia(\({\mathrm{x}}_{18}\))	0.276	0.111	6.138	0.013	1.318	1.059	1.639
Constant	− 3.783	0.195	376.027	< 0.001	0.023