From: Analysis of disease comorbidity patterns in a large-scale China population
 | LR | SVM | RF | ||||||
---|---|---|---|---|---|---|---|---|---|
ICD10 | Disease | Regression coefficient | ICD10 | Disease | Feature weights | ICD10 | Disease | Importance | |
Hypertension | H35.0 | Background retinopathy and retinal vascular changes | 1.5174 | I35.2 | Aortic (valve) stenosis with insufficiency | 1.6055 | Z51.1 | Chemotherapy session for neoplasm | 0.0326 |
A15.6 | Tuberculous pleurisy, confirmed bacteriologically and histologically | 1.4360 | A15.6 | Tuberculous pleurisy, confirmed bacteriologically and histologically | 1.5705 | I25.1 | Atherosclerotic heart disease | 0.0274 | |
I11.0 | Hypertensive heart disease with (congestive) heart failure | 1.3145 | E53.9 | Vitamin B deficiency, unspecified | 1.4400 | B18.1 | Chronic viral hepatitis B without delta-agent | 0.0188 | |
H52.3 | Anisometropia and aniseikonia | 1.2809 | E15.X | Nondiabetic hypoglycaemic coma | 1.4358 | I63.9 | Cerebral infarction, unspecified | 0.0184 | |
R10.1 | Pain localized to upper abdomen | 1.2530 | M89.9 | Disorder of bone, unspecified | 1.3565 | I50.9 | Heart failure, unspecified | 0.0184 | |
Psychiatric diseases | R00.2 | Palpitations | 1.6927 | I63.1 | Polydipsia | 1.5527 | Z51.1 | Chemotherapy session for neoplasm | 0.0323 |
R62.8 | Other lack of expected normal physiological development | 1.4442 | I26.0 | Pulmonary embolism with mention of acute cor pulmonale | 1.5192 | C34.9 | Bronchus or lung, unspecified | 0.0250 | |
R79.8 | Other specified abnormal findings of blood chemistry | 1.3983 | K75.8 | Other specified inflammatory liver diseases | 1.5137 | I63.9 | Cerebral infarction, unspecified | 0.0236 | |
I63.1 | Cerebral infarction due to embolism of precerebral arteries | 1.3883 | K70.9 | Alcoholic liver disease, unspecified | 1.4400 | G30.9 | Alzheimer disease, unspecified | 0.0210 | |
E11.0 | Type 2 diabetes mellitus | 1.3871 | R79.8 | Other specified abnormal findings of blood chemistry | 1.3510 | C78.7 | Secondary malignant neoplasm of liver and intrahepatic bile duct | 0.0189 |