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Table 1 Baseline clinical and imaging characteristics of 346 eligible patients

From: Predicting changes of incisor and facial profile following orthodontic treatment: a machine learning approach

Predictors

Overall

(346 patients)

Training cohort (242 patients)

Validation cohort

(52 patients)

Testing cohort

(52 patients)

P value

Sex

    

0.66

 male

48(13.9)

31(12.8)

9(17.3)

8(15.4)

 

 female

298(86.1)

211(87.2)

43(82.7)

44(84.6)

 

Extraction pattern

    

0.77

 no extraction

32(9.2)

24(9.9)

4(7.7)

4(7.7)

 

 two premolars

22(6.4)

13(5.4)

4(7.7)

5(9.6)

 

 four premolars

292(84.4)

205(84.7)

44(84.6)

43(82.7)

 

Lip incompetence

    

0.97

 no

135(39.0)

94(38.8)

21(40.4)

20(38.5)

 

 yes

211(61.0)

148(61.2)

31(59.6)

32(61.5)

 

Upper crowding

    

0.13

 mild

236(68.2)

164(67.8)

32(61.6)

40(76.9)

 

 moderate

70(20.2)

54(22.3)

9(17.3)

7(13.5)

 

 severe

21(6.1)

14(5.8)

6(11.5)

1(1.9)

 

 space

19(5.5)

10(4.1)

5(9.6)

4(7.7)

 

Lower crowding

    

0.14

 mild

200(57.8)

132(54.6)

28(53.9)

30(57.7)

 

 moderate

118(34.1)

88(36.3)

20(38.4)

19(36.5)

 

 severe

19(5.5)

15(6.2)

3(5.8)

2(3.8)

 

 space

9(2.6)

7(2.9)

1(1.9)

1(1.9)

 

Molar relationship

    

0.41

 I

196(56.6)

141(58.3)

30(57.7)

25(48.1)

 

 II

93(26.9)

65(26.9)

15(28.8)

13(25.0)

 

 III

54(15.6)

33(13.6)

7(13.5)

14(26.9)

 

 other

3(0.9)

3(1.2)

0

0

 

Overbite

    

0.85

 normal

210(60.7)

150(62.0)

32(61.4)

28(53.9)

 

 deep I

59(17.0)

40(16.5)

9(17.3)

10(19.2)

 

 deep II

20(5.8)

13(5.4)

3(5.8)

4(7.7)

 

 deep III

22(6.4)

17(7.0)

2(3.9)

3(5.8)

 

 reverse I

23(6.6)

13(5.4)

4(7.7)

6(11.5)

 

 reverse II

4(1.2)

2(0.8)

2(3.9)

1(1.9)

 

 open I

6(1.7)

5(2.1)

0

0

 

 open II

1(0.3)

1(0.4)

0

0

 

 open III

1(0.3)

1(0.4)

0

0

 

Overjet

    

0.96

 normal

130(37.6)

89(36.8)

19(36.5)

22(42.3)

 

 deep I

125(36.1)

90(37.2)

20(38.5)

15(28.8)

 

 deep II

70(20.2)

48(19.8)

11(21.2)

11(21.2)

 

 deep III

13(3.8)

8(3.3)

2(3.8)

3(5.8)

 

 reverse I

7(2.0)

6(2.5)

0

1(1.9)

 

 reverse II

1(0.3)

1(0.4)

0

0

 

Anchorage mode

    

0.54

 mild

135(39.0)

95(39.3)

21(40.4)

19(36.6)

 

 moderate

25(7.2)

22(9.1)

2(3.8)

1(1.9)

 

 maximum

186(53.8)

125(51.6)

29(55.8)

32(61.5)

 

Age

23.5(21, 26)

23(20.3, 25)

24(19.8, 26)

24(22, 25.3)

0.64

Spee curve

2.5(2, 3.5)

2.5(2, 3.5)

3(2, 3.5)

2.8(2, 3.6)

0.84

ANB

3.75(2.3, 5.4)

3.8(2.0, 5.4)

3.6(2.5, 5.3)

4.2(2.9, 5.6)

0.28

SNA

82.7 ± 3.6

82.6 ± 3.6

83.2 ± 3.5

82.6 ± 3.7

0.52

SNB

79.0 ± 3.6

79.0 ± 3.7

79.8 ± 3.4

78.4 ± 3.4

0.13

SNP

80.2 ± 3.4

80.2 ± 3.5

80.3 ± 3.6

80.2 ± 3.1

0.95

MP-SN

34.7 ± 6.9

34.8 ± 6.9

35.1 ± 6.7

33.8 ± 7.5

0.58

Y Axis

64.4 ± 3.6

64.3 ± 3.7

64.5 ± 3.4

64.2 ± 3.5

0.91

L1-MP

97.3 ± 9.4

97.3 ± 9.2

95.4 ± 9.4

98.8 ± 10.3

0.17

U1-SN

107.1(101.3, 112.1)

107.1(101.3, 111.7)

107.3(102.4, 112.1)

107.1(101.0, 112.6)

0.97

U6-PP

20.5 ± 2.3

20.6 ± 2.2

20.2 ± 2.3

20.4 ± 2.3

0.44

L6-MP

30.3(28.6, 32.1)

30.1(28.6, 31.9)

30.4(28.3, 32.0)

30.7(28.6, 32.2)

0.56

Ul height

10.3(9.4, 11.3)

10.4(9.5, 11.4)

10.1(9.2, 11.0)

10.6(9.4, 11.5)

0.32

Ll height

9.0(7.6, 10.2)

9.1(7.7, 10.2)

8.8(7.6, 10.3)

8.9(7.5, 10.2)

0.68

Ll to E-plane

3.0 ± 3.1

2.9 ± 3.0

2.6 ± 3.4

3.4 ± 3.4

0.25

Ul to E-plane

1.4(0.5 ± 3.2)

1.3(-0.7,3.2)

1.9(0, 3.6)

1.65(0.15, 3.15)

0.35

SN-Sn

74.3 ± 4.9

74.1 ± 4.7

74.8 ± 5.2

74.6 ± 5.3

0.54

Z angle

69.1(64.0, 73.1)

69.5(64.4, 73.2)

69.6(65.0, 73)

66(63.1, 71.5)

0.07

facial convex angle

164.3(160.1, 167.9)

164.1(160.2, 167.9)

165.5(160.3, 168.1)

165.8(159.9, 167.8)

0.77