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Table 9 Count comparison ranked predictors by odds ratio–F 15–18 regression models

From: Replicability and reproducibility of predictive models for diagnosis of depression among young adults using Electronic Health Records

 

Odds ratios

Ranked

Model

Predictor

NRCBM

Stepwise logistic regression

Replication logistic regression

LASSO

NRCBM

Stepwise logistic regression

Replication

logistic regression

LASSO

OCD

8.57

17.1

10.29

1

2

2

Low mood

5.49

45.21

45.90

2

1

1

Self-harm

3.38

10.07

8.58

3

4

4

PTSD

3.33

16.54

9.53

4

3

3

Anxiety

3.26

8.60

7.19

5

5

5

Sleep disorder (too little)

2.51

3.88

4.61

6

7

8

Eating disorder

2.30

7.67

4.29

7

6

9

Bereavement

2.24

3.06

2.82

8

9

12

School problems

2.04

3.34

2.07

9

8

16

Tiredness

2.02

1.54

1.32

10

12

24

Count

1.11

1.26

1.26

20

15

26

  1. Note 1: the count (GP visit frequency) predictor is highlighted in bold
  2. Note 2: LASSO did not eliminate as many predictors as did the Stepwise models