Skip to main content

Table 2 Performance of predefined algorithms to identify patients with OA of hip and/or knee (Step 1, total N = 490 with available claims data)

From: Use of electronic health data to identify patients with moderate-to-severe osteoarthritis of the hip and/or knee and inadequate response to pain medications

Algorithm

TP

FP

TN

FN

Sensitivity

Specificity

NPV

PPV

Accuracy

1. ≥ 2 medical (inpatient and/or outpatient [both physicians’ office visits and all other outpatient settings]) encounters resulting in diagnoses OA of the hip and/or knee12 within 6 months

350

7

40

93

0.79

0.85

0.30

0.98

0.80

2. ≥ 2 medical encounters resulting in diagnoses of OA of the hip and/or knee ≤ 90 days apart

335

6

41

108

0.76

0.87

0.28

0.98

0.77

3. 1 inpatient admission resulting in a diagnosis of OA of the hip and/or knee

239

2

45

204

0.54

0.96

0.18

0.99

0.58

4. A diagnosis of OA of the hip and/or knee from ≥ 1 outpatient visit

401

21

26

42

0.91

0.55

0.38

0.95

0.87

5. A diagnosis of OA of the hip and/or knee from ≥ 2 outpatient visits in the same CY

345

6

41

98

0.78

0.87

0.29

0.98

0.79

6. A diagnosis of OA of the hip and/or knee from ≥ 3 outpatient visits in the same CY

294

6

41

149

0.66

0.87

0.22

0.98

0.68

7. A diagnosis of OA of the hip and/or knee from ≥ 4 outpatient visits in the same CY

263

2

45

180

0.59

0.96

0.20

0.99

0.63

8. A diagnosis of OA of the hip and/or knee from ≥ 1 outpatient visit; and ≥ X-rays of the hip and/or knee in the same CY

351

10

37

92

0.79

0.79

0.29

0.97

0.79

9. A diagnosis of OA of the hip and/or knee from ≥ 2 outpatient visits; and ≥ X-rays of the hip and/or knee in the same CY

318

3

44

125

0.72

0.94

0.26

0.99

0.74

10. A diagnosis of OA of the hip and/or knee from ≥ 3 outpatient visits; and ≥ X-rays of the hip and/or knee in the same CY

270

3

44

173

0.61

0.94

0.20

0.99

0.64

11. A diagnosis of OA of the hip and/or knee from ≥ 4 outpatient visits; and ≥ X-rays of the hip and/or knee in the same CY

244

1

46

199

0.55

0.98

0.19

1.00

0.59

12. 1 outpatient visit and ≥ 2 diagnoses of OA of the hip and/or knee from outpatient visits within 5 years

274

5

42

169

0.62

0.89

0.20

0.98

0.64

13. ≥ 2 outpatient visits resulting in diagnoses of OA of the hip and/or knee within 5 years

351

6

41

92

0.79

0.87

0.31

0.98

0.80

14. ≥ 2 outpatient visits resulting in diagnoses of OA of the hip and/or knee within 2 years

351

6

41

92

0.79

0.87

0.31

0.98

0.80

15. ≥ 1 medical encounter resulting in a diagnosis of OA of the hip and/or knee

401

21

26

42

0.91

0.55

0.38

0.95

0.87

16. ≥ 1 medical encounter resulting in a diagnosis of OA of the hip or knee plus ≥ 1 medical encounter resulting in a diagnosis of joint pain ≥ 30 days apart

325

4

43

118

0.73

0.91

0.27

0.99

0.75

17. ≥ 1 medical encounter resulting in a diagnosis of OA of the hip or knee plus ≥ 1 administration of either HA or IA corticosteroids

316

8

39

127

0.71

0.83

0.23

0.98

0.72

18. ≥ 1 medical encounter resulting in a diagnosis of OA of the hip or knee plus ≥ 1 relevant scans (i.e., X-ray, MRI) of knee or hip ± 2 years of the OA diagnosis

358

7

40

85

0.81

0.85

0.32

0.98

0.81

19. ≥ 1 medical encounter resulting in a diagnosis of OA of the hip or knee plus ≥ 1 procedure codes for knee or hip arthroplasty (partial or full; initial or revision) within 30 days after OA diagnosis

231

0

47

212

0.52

1.00

0.18

1.00

0.57

20. ≥ 1 medical encounter resulting in a diagnosis of OA of the hip or knee plus ≥ 1 mobility aid (e.g., cane, walker, wheelchair) ± 30 days of OA diagnosis

79

2

45

364

0.18

0.96

0.11

0.98

0.25

Combined Algorithm (using OR function)

 Combinations of all algorithms with performance ≥ 0.98 PPV

382

11

36

61

0.86

0.77

0.37

0.97

0.85

 Combinations of all algorithms with performance ≥ 0.95 PPV

403

21

26

40

0.91

0.55

0.39

0.95

0.88

 Combinations of all algorithms with performance ≥ 0.90 PPV

403

21

26

40

0.91

0.55

0.39

0.95

0.88

 Combinations of all algorithms with performance ≥ 0.85 PPV

403

21

26

40

0.91

0.55

0.39

0.95

0.88

 Combinations of all algorithms with performance ≥ 0.80 PPV

403

21

26

40

0.91

0.55

0.39

0.95

0.88

  1. Abbreviations: COX-2 cyclooxygenase-2, CY Calendar year, FN False negative, FP False positive, HA Hyaluronic acid, IA Intraarticular, MRI Magnetic resonance imaging, NPV Negative predictive value, NSAIDs Nonsteroidal anti-inflammatory drugs, OA Osteoarthritis, PPV Positive predictive value, TN True negative, TP True positive