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Table 1 Diagnostic performance of vivax malaria and dengue fever flags

From: Performance evaluation of machine learning-based infectious screening flags on the HORIBA Medical Yumizen H550 Haematology Analyzer for vivax malaria and dengue fever

   

Overall

Febrile

Malaria or dengue infected

Malaria infected

Nsamples

1422

1341

412

202

Vivax malaria

ROC AUC

0.902 [0.880–0.924]

0.902 [0.880–0.924]

0.900 [0.877—0.923]

0.901 [0.868—0.933]

cut-off 0.5

Sensitivity

65.2% [60.2–69.9%]

65.2% [60.2–69.9%]

65.2% [60.2–69.9%]

65.2% [60.2–69.9%]

Specificity

98.9% [98.5–99.3%]

99% [98.5–99.3%]

98.2% [96.6–99.1%]

100% [90.4 – 100%]

PPV

90.2% [86.2–93.2%]

91.3% [87.3–94.0%]

96.8% [93.8–98.4%]

100% [ -]

NPV

95% [94.3–95.6%]

94.7% [94.0–95.4%]

77.8% [75.3–80.1%]

22% [19.6–24.4%]

Younden

0.642

0.642

0.635

0.652

cut-off 0.31

Sensitivity

72.0% [67.2–76.4%]

72.0% [67.2–76.4%]

72.0% [67.2–76.4%]

72.0% [67.2–76.4%]

Specificity

97.9% [97.3–98.4%]

98% [97.4–98.5%]

96.9% [94.9–98.2%]

100% [90.4 – 100%]

PPV

83.9% [79.7–87.3%]

85.2% [81.1–88.5%]

95.0% [91.8–97.0%]

100% [ -]

NPV

95.9% [95.2–96.5%]

95.6% [94.9–96.3%]

81.1% [78.4–83.5%]

25.9% [22.9–29.2%]

Younden

0.699

0.700

0.689

0.720

Dengue

ROC AUC

0.814 [0.793–0.834]

0.808 [0.787–0.829]

0.904 [0.883–0.926]

-

cut-off 0.5

Sensitivity

79.3% [75.2–82.9%]

80.0% [75.9–83.5%]

79.3% [75.2–82.9%]

-

Specificity

71.6% [69.8–73.3%]

70.1% [68.1–71.9%]

86.4% [82.7–89.5%]

-

PPV

33.0% [31.3–34.8%]

33.2% [31.5–35.0%]

86.2% [82.9–89.0%]

-

NPV

95.2% [94.2–96.0%]

95.0% [93.9–95.8%]

79.6% [76.4–82.5%]

-

Younden

0.509

0.501

0.658

-