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Table 1.

Classification of study population according to clinical and microbiological data.

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Figure 1.

Flow chart of individuals taking part in the study.

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Table 2.

Summary statistics of study population.

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Figure 2.

Distribution of CAD scores for patient groups A (s+/c+ M.tb), B (s−/c+ M.tb), C (s±/c+ NTM), D (s−/c− clin.TB) and F (Controls).

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Table 3.

Median CAD scores and 90% central range.

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Figure 3.

ROC analysis for the detection of M.tb culture-positive individuals.

Legend. —–A (s+/c+ M.tb), B (s−/c+ M.tb) vs. F (Controls): Az = 0.84 (0.80–0.88), - - - A (s+/c+ M.tb), B (s−/c+ M.tb) vs. C (s±/c+ NTM), E (EPTB), F (Controls): Az = 0.81 (0.77–0.85), p = 0.28.

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Figure 4.

ROC analysis for the detection of M.tb culture-positive individuals by smear status.

Legend. —– A (s+/c+ M.tb) vs. F (Controls): Az = 0.90 (0.86–0.93), - - - B (s−/c+ M.tb) vs. F (Controls): Az = 0.67 (0.58–0.75), p<0.01.

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Figure 5.

ROC analysis for the detection of M.tb culture-positive individuals by HIV Status.

Legend. —– HIV negative. A (s+/c+ M.tb), B (s−/c+ M.tb) vs. F (Controls): Az = 0.89 (0.85–0.94), - - - HIV positive. A (s+/c+ M.tb), B (s−/c+ M.tb) vs. F (Controls): Az = 0.79 (0.72–0.86), p<0.01.

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Table 4.

Performance of CAD4TB and human readers.

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Figure 6.

Comparison of automated and human reading.

Legend. Sensitivity and specificity to distinguish group A (s+/c+ M.tb) and B (s−/c+ M.tb) vs. F (Controls). Line and shaded area: ROC curve and 95% CI for CAD4TB. The expert reader is represented by square symbols, the clinical officer by round symbols. The different fill of the symbols indicate different reading thresholds: empty symbols = ‘any abnormality’, crossed symbols = ‘TB consistent abnormalities’ and filled symbols = ‘abnormalities highly suggestive for TB’.

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