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Table 3 Variable importance of gradient boosting decision trees (top 10 variables)

From: Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan

Items

Codesa

Importance

Insulin needles for type 1 diabetes patients

114010970

0.324

Age

 

0.139

Test for HbA1c

160010010

0.05

Glucometers for type 1 diabetes or child glycemia patients (more than 120 times)

160151050

0.029

Urinalysis for quantitative measurement of Albumin

160004810

0.029

Test for Glycoalbumin

114015610

0.025

Standard psychoanalytic treatment

160000310

0.019

Urinalysis

180006810

0.016

Syringe pump for intermittent infusion

114022010

0.016

Confirmed diagnosis of eating disorder

F50

0.013

  1. aICD10 Codes for diseases, and claims code for medical practices