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Table 4 R0 resection prediction comparison between the kNN model and logistic regression on a random sub cohort of 20 patients from the training set. All these patients underwent primary or interval debulking surgery and complete cytoreduction was achieved

From: Predicting complete cytoreduction for advanced ovarian cancer patients using nearest-neighbor models

Patient

Age

BMI

Charlson Comorbidity Index

Type of surgery

Surgical Compexity Score categories

Pre Tx Ca125

Disease score

kNN model

Logistic regression

1

52

26.4

5

Interval

Standard

10,156

1

R0

R0

2

66

28.1

5

Interval

Standard

466

1

R0

R0

3

77

18.8

4

Interval

Standard

1876

2

R0

R0

4

58

28.7

4

Interval

Radical

1900

2

R0

R0

5

64

32.6

5

Interval

Ultraradical

1211

3

R0

R0

6

51

23.8

4

Interval

Radical

1121

2

R0

R0

7

52

39

4

Interval

Standard

586

2

R0

R0

8

68

24.8

5

Interval

Standard

488

2

R0

R0

9

48

31.9

5

Interval

Standard

3300

2

R0

R0

10

88

23

5

Interval

Standard

286

1

Non-R0

R0

11

57

26.9

4

Primary

Standard

875

2

R0

R0

12

57

38.8

5

Interval

Radical

1765

2

R0

R0

13

69

28

4

Interval

Standard

1417

1

R0

R0

14

68

28.7

6

Interval

Standard

52

2

Non-R0

Non-R0

15

50

33.9

4

Interval

Standard

2454

2

R0

R0

16

55

33.2

4

Interval

Standard

1612

2

R0

R0

17

68

21.6

4

Interval

Ultraradical

1800

2

R0

R0

18

75

33.3

6

Interval

Standard

87

2

Non-R0

Non-R0

19

73

24.7

4

Primary

Radical

181

2

R0

R0

20

57

19.5

4

Primary

Ultraradical

1176

2

R0

R0