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Table 6 Important diseases for hypertension and psychiatric diseases in classification method0073

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