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Table 7 Drug combinations with top 10 feature importance

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

Rank

Drug Combination

1

5, 21

2

43, 69

3

21, 46

4

21, 43

5

21, 23, 43

6

1, 43, 69

7

5, 21, 50

8

21, 43, 69

9

21, 32

10

1, 21, 43

  1. Note: Each number represents a kind of drugs. The number is the index for this drug in the ICUC dataset
  2. 1: norvancomycin
  3. 5: ciprofloxacin lactate and sodium chloride injection
  4. 21: indometacin enteric-coated tablets
  5. 23: piperacillin sodium/tazobactam sodium
  6. 32: ibuprofen
  7. 43: ceftazidime for injection
  8. 46: cefathiamidine for injection
  9. 50: aztreonam for injection
  10. 69: naproxen
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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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