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Table 1 Study sample characteristics of ICUC and MIMIC III

From: Utilizing imbalanced electronic health records to predict acute kidney injury by ensemble learning and time series model

Subject

ICUC

MIMIC III

Original samples

13053

52152

AKI samples

2035

29344

Timing of AKI onset

Avg 3.92

Avg 2.00

Timing of AKI onset

Max 30

Max 7

Timing of AKI onset

Min 0

Min 0

Vital signs and laboratory results

101

38

Distinct drug

75

3235

Drug combination

5154

3085

Most widely used drug in samples

91.49%

68.82%

Patients with insufficient information

1401

5559

Samples used to predict AKI 24 hours ahead

11501

46593

Samples used to predict AKI 48 hours ahead

10921

30217