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. 2022 Feb 11;19(2):154–165. doi: 10.1007/s11904-022-00601-5

Table 4.

Risk-based screening tools for women ordered by the area under receiver operating characteristic curve (AUC)

Author Year Sample size Country Setting (target group) External validation? AUC Sensitivity Specificity
Pintye (2017) [46] 2011-14 1304 Kenya

Antenatal clinics

(pregnant women)

Yes

0.84 (95%CI 0.72-0.95)

0.76 (0.67-0.85) – simplified score

Not reported Not reported
Wand (2018) [47] 2002-12 8982 South Africa

Part of trial

(sexually active 16+)

Yes

0.75 - development

0.71 - validation

83% (development)

80% (validation)

33% (development)

32% (validation)

Wand (2012) [14] 2003-06 1485 South Africa

Unclear

(women 18-49)

Yes

0.73 (0.66-0.79) - development

0.79 (0.70-0.81) - validation

88% (development)

90% (validation)

32% (development)

36% (validation)

Balkus (2016) [49] 2009-11 5029 South Africa, Uganda, Zimbabwe

Part of trial

(women 18-40)

Yes

0.67 (0.64-0.70) – development

0.7 (0.65-0.75) – validation with HPTN035

0.58 (0.51-0.65) – validation with FEM-PrEP

91% (development)

84% (HPTN035)

83% (FEM-PrEP)

38% (development)

46% (HPTN035)

31% (FEM-PrEP)

Balkus (2016) [50] 2016 1269 Malawi, South Africa, Uganda, Zimbabwe

Part of trial

(women 18-40) to externally validate the tool.

Yes 0.66 (0.6-0.73) 90% 35%
Burgess (2018) [52] 2018 444 South Africa

Unclear

(women 18-40)

Unclear

0.66 (0.54-0.74) – overall

0.69 (0.6-0.78) - age <25

0.49 (0.3-0.63) – age >25

64% (overall)

78% (age <25)

58% (age >25)

57% (overall)

49% (age <25)

38% (age >25)

Peebles (2018) [51] 2015-18 5573 South Africa

A diverse range of settings across five provinces

(women 18-35)

Yes

0.64 (0.6-0.67) – age 18-24

0.68 (0.62-0.73) – age 25-35

0.61 (0.58-0.65) – using VOICE score [49]

48.6% (age 18-24)

78.6% (age 25-35)

70.8% (age 18-24)

42.7% (age 25-35)

Burgess (2017) [48] 2011-14 1115 South Africa

9 South African sites

(sexually active, 18-30)

No 0.56 (0.5-0.62)

96% (Risk score >3)

84% (Risk score >5)

84% (Risk score >5)

23% (Risk score >5)

The risk-based tools are provided for emergency department attendees (Supplementary Tables 4 and 5), primary care attendees (Supplementary Tables 6 and 7), hospital inpatients (Supplementary Tables 8 and 9), adults in the community (Supplementary Tables 10 and 11), STI clinic attendees (Supplementary Tables 12 and 13), incarcerated persons (Supplementary Tables 14 and 15), serodiscordant couples (Supplementary Tables 16 and 17), and people who inject drugs (Supplementary Tables 18 and 19). The risk of bias assessments are provided in Supplementary Tables 20-24.