Algorithm restrictiveness | Refence standard | Study | Algorithm definition | Years spanned by admin data | Sensitivity | Â | Specificity | Â | Positive likelihood ratio | Calculated PPV at 10Â % prevalence | Calculated PPV at 25Â % prevalence | Calculated PPV at 50Â % prevalence |
---|---|---|---|---|---|---|---|---|---|---|---|---|
 |  |  |  |  |  | 95 % CI |  | 95 % CI |  |  |  |  |
Restrictive |  | Lix 2006 [28] | 1 hospitalization OR 2 physician visits OR 1 physician visit and 2 Rx ICD-9-CM diagnostic codes in 5 years | 5 | 0.43 | 0.39–0.47 | 0.91 | 0.90–0.92 | 4.63 | 0.35 | 0.61 | 0.83 |
 | Lix 2006 [28] | 1 hospitalization OR 2 physician visits ICD–9–CM diagnostic codes in 5 years | 5 | 0.33 | 0.29–0.37 | 0.94 | 0.93–0.95 | 5.47 | 0.38 | 0.65 | 0.85 | |
 | Lix 2006 [28] | 2 physician visits ICD–9–CM diagnostic codes in 5 years | 5 | 0.32 | 0.28–0.35 | 0.94 | 0.94–0.95 | 5.54 |  | 0.64 | 0.84 | |
Self-report | Rahman 2008 [29] | 2 physician visits in 2Â years OR 1 hospitalization ICD-9-CM diagnostic code | 2b | 0.29 | Â | 0.89 | Â | 2.64 | 0.23 | 0.47 | 0.73 | |
ACR criteria | Rahman 2008 [29] | 2 physician visits in 2Â years OR 1 hospitalization ICD-9-CM diagnostic code | 2b | 0.31 | Â | 0.89 | Â | 2.82 | 0.24 | 0.48 | 0.74 | |
Less restrictive | Medical Record Review | Fowles 1995 [23] | 1 physician visit ICD-9-CM diagnostic code | 1 | 0.32 | 0.26–0.40 | 0.95 | 0.94–0.96 | 6.40 | 0.42 | 0.68 | 0.86 |
Kadhim–Saleh 2013a [24] | 1 ICD-9-CM diagnostic code OR problems list in EMR | unspecified | 0.45 | 0.35–0.55 | 1 (0.97δ) | 0.97–1.00 | 15.00 | 0.63 | 0.83 | 0.94 | ||
Coleman 2015a [27] | 1 ICD-9-CM diagnostic code OR problems list in EMR | unspecified | 0.63 | 0.57–0.68 | 0.94 | 0.88–0.97 | 10.50 | 0.54 | 0.78 | 0.91 | ||
Williamson 2014a [26] | 1 ICD-9-CM diagnostic code OR problems list in EMR | unspecified | 0.78 | 0.75–0.81 | 0.95 | 0.94–0.96 | 15.25 | 0.63 | 0.84 | 0.94 | ||
Self-report | Lix 2006 [28] | 1 physician visit ICD-9-CM diagnostic code in 5 years | 5 | 0.50 | 0.46–0.54 | 0.89 | 0.88–0.90 | 4.42 | 0.34 | 0.60 | 0.82 | |
ACR criteria | Rahman 2008 [29] | 1 physician visit or 1 hospitalization ICD-9-CM diagnostic code | 2b | 0.61 | Â | 0.70 | Â | 2.03 | 0.18 | 0.40 | 0.67 | |
Harrold 2000 [25] | 1 inpatient or outpatient ICD-9-CM diagnostic code | 3 | 0.83 | 0.78–0.87 | 0.60 | 0.55–0.66 | 2.10 | 0.19 | 0.41 | 0.67 | ||
Rahman 2008 [29] | 1 physician visit or 1 hospitalization ICD-9-CM diagnostic code | 2b | 0.58 | Â | 0.66 | Â | 1.71 | 0.16 | 0.36 | 0.63 |