Table 1.
Model # | Latent Classes | Diagnosis Categories | LFA Blood test | LFA Serum test | ELISA coating | Cutoff | N | DF | AIC | BIC | G2 test p-value | χ2 test p-value | Proportion positive | MBA Sensitivity | MBA Specificity | ELISA Sensitivity | ELISA Specificity | LFA Sensitivity | LFA Specificity |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | Pos/neg | Yes | Yes | Fresh | ROC | 283 | 4 | 743.6 | 783.7 | 0.11 | < 0.01 | 0.36 (0.28–0.44) | 0.95 (0.87–1.00) | 0.98 (0.96–1.00) | 0.87 (0.77–0.96) | 0.98 (0.94–1.00) | 0.87 (0.77–0.97) | 0.96 (0.91–1.00) |
2 | 2 | Pos/neg | Yes | Yes | Dried | ROC | 283 | 4 | 736.6 | 776.7 | < 0.01 | < 0.01 | 0.35 (0.27–0.43) | 0.96 (0.90–1.00) | 0.98 (0.95–1.00) | 0.81 (0.69–0.92) | 0.99 (0.97–1.00) | 0.88 (0.79–0.98) | 0.95 (0.90–1.00) |
3 | 2 | Pos/neg | Yes | Yes | Fresh | MM | 283 | 4 | 742.2 | 782.2 | 0.08 | 0.01 | 0.37 (0.29–0.45) | 0.92 (0.84–1.00) | 0.99 (0.96–1.00) | 0.99 (0.96–1.00) | 0.91 (0.85–0.98) | 0.85 (0.75–0.95) | 0.97 (0.93–1.00) |
4 | 2 | Pos/neg | Yes | Yes | Dried | MM | 283 | 4 | 692.1 | 732.2 | 0.14 | 0.03 | 0.37 (0.29–0.45) | 0.93 (0.85–1.00) | 0.98 (0.96–1.00) | 0.99 (0.96–1.00) | 0.96 (0.92–1.00) | 0.86 (0.76–0.96) | 0.97 (0.93–1.00) |
5 | 2 | Pos/neg | No | Yes | Fresh | ROC | 569 | 0 | 1247.1 | 1277.5 | 0.42 | 0.97 | 0.98 | 0.89 | 0.98 | 0.99 | 0.97 | ||
6 | 2 | Pos/neg | No | Yes | Dried | ROC | 569 | 0 | 1266.8 | 1297.2 | 0.41 | 0.98 | 0.98 | 0.86 | 0.98 | 0.99 | 0.96 | ||
7 | 2 | Pos/neg | No | Yes | Fresh | MM | 569 | 0 | 1210.2 | 1240.6 | 0.43 | 0.95 | 0.99 | 1.00 | 0.92 | 0.98 | 0.98 | ||
8 | 2 | Pos/neg | No | Yes | Dried | MM | 569 | 0 | 1144.8 | 1175.2 | 0.43 | 0.95 | 0.98 | 1.00 | 0.96 | 0.99 | 0.98 | ||
9 | 2 | Pos/neg | Yes | No | Fresh | ROC | 289 | 0 | 675.3 | 701.0 | 0.34 | 0.96 | 0.97 | 0.87 | 0.96 | 0.91 | 0.99 | ||
10 | 2 | Pos/neg | Yes | No | Dried | ROC | 289 | 0 | 647.8 | 673.5 | 0.33 | 0.96 | 0.96 | 0.84 | 0.99 | 0.94 | 0.99 | ||
11 | 2 | Pos/neg | Yes | No | Fresh | MM | 289 | 0 | 676.3 | 702.0 | 0.36 | 0.95 | 0.99 | 0.99 | 0.89 | 0.88 | 0.99 | ||
12 | 2 | Pos/neg | Yes | No | Dried | MM | 289 | 0 | 633.0 | 658.7 | 0.35 | 0.95 | 0.98 | 0.99 | 0.95 | 0.90 | 0.99 | ||
13 | 2 | Pos/ind/neg | Yes | Yes | Fresh | ROC | 297 | 48 | 1102.9 | 1187.9 | 0.15 | < 0.01 | 0.39 (0.33–0.44) | 0.89 (0.82–0.95) | 0.97 (0.94–0.99) | 0.70 (0.60–0.79) | 0.97 (0.95–1.00) | 0.77 (0.69–0.86) | 0.96 (0.92–0.99) |
14 | 2 | Pos/ind/neg | No | Yes | Fresh | ROC | 579 | 13 | 1632.2 | 1688.9 | < 0.01 | < 0.01 | 0.42 (0.38–0.47) | 0.95 (0.91–0.98) | 0.97 (0.95–0.99) | 0.80 (0.74–0.86) | 0.96 (0.94–0.99) | 0.97 (0.94–0.99) | 0.96 (0.94–0.99) |
15 | 2 | Pos/ind/neg | Yes | No | Fresh | ROC | 297 | 13 | 956.0 | 1004 | < 0.01 | < 0.01 | 0.39 (0.32–0.45) | 0.89 (0.81–0.96) | 0.96 (0.93–1.00) | 0.70 (0.59–0.80) | 0.97 (0.94–1.00) | 0.80 (0.71–0.89) | 1.00 (0.98–1.00) |
16 | 3 | Pos/ind/neg | Yes | Yes | Fresh | ROC | 297 | 36 | 1096.4 | 1225.7 | 0.84 | 0.04 | 0.27 (0.11–0.43) | 0.99 (0.91–1.00) | 0.97 (0.94–1.00) | 0.92 (0.63–1.00) | 0.98 (0.95–1.00) | 0.89 (0.79–0.99) | 0.96 (0.93–0.99) |
17 | 3 | Pos/ind/neg | No | Yes | Fresh | ROC | 579 | 6 | 1613.4 | 1700.6 | 0.85 | 0.95 | 0.38 (0.30–0.46) | 0.98 (0.96–1.00) | 0.98 (0.96–1.00) | 0.90 (0.73–1.00) | 0.97 (0.95–0.99) | 0.98 (0.96–1.00) | 0.96 (0.94–0.99) |
18 | 3 | Pos/ind/neg | Yes | No | Fresh | ROC | 297 | 6 | 939.5 | 1013.4 | 0.09 | 0.04 | 0.35 (0.27–0.42) | 0.95 (0.89–1.00) | 0.99 (0.96–1.00) | 0.78 (0.65–0.91) | 0.98 (0.94–1.00) | 0.84 (0.75–0.94) | 1.00 (0.98–1.00) |
19 | 2 | Pos/ind/neg | Yes | Yes | Dried | ROC | 297 | 48 | 1129.1 | 1214.1 | 0.03 | < 0.01 | 0.39 (0.33–0.44) | 0.89 (0.82–0.96) | 0.96 (0.94–0.99) | 0.61 (0.51–0.72) | 0.97 (0.94–1.00) | 0.78 (0.70–0.86) | 0.95 (0.92–0.99) |
20 | 2 | Pos/ind/neg | No | Yes | Dried | ROC | 579 | 13 | 1675.4 | 1732.1 | < 0.01 | < 0.01 | 0.42 (0.38–0.47) | 0.95 (0.92–0.99) | 0.97 (0.95–0.99) | 0.75 (0.69–0.82) | 0.97 (0.94–0.99) | 0.97 (0.94–1.00) | 0.96 (0.93–0.98) |
21 | 2 | Pos/ind/neg | Yes | No | Dried | ROC | 297 | 13 | 976.4 | 1024.4 | < 0.01 | < 0.01 | 0.37 (0.31–0.43) | 0.90 (0.82–0.97) | 0.94 (0.90–0.99) | 0.63 (0.52–0.75) | 0.96 (0.93–1.00) | 0.84 (0.75–0.92) | 1.00 (0.98–1.00) |
22 | 3 | Pos/ind/neg | Yes | Yes | Dried | ROC | 297 | 36 | 1109.8 | 1239.1 | 0.92 | 0.93 | 0.27 (0.18–0.37) | 0.99 (0.96–1.00) | 0.97 (0.94–1.00) | 0.86 (0.59–1.00) | 0.98 (0.95–1.00) | 0.89 (0.82–0.96) | 0.96 (0.93–0.99) |
23 | 3 | Pos/ind/neg | No | Yes | Dried | ROC | 579 | 6 | 1650.0 | 1737.2 | 0.45 | 0.62 | 0.37 (0.27–0.47) | 0.99 (0.98–1.00) | 0.98 (0.96–1.00) | 0.86 (0.66–1.00) | 0.97 (0.95–1.00) | 0.98 (0.96–1.00) | 0.97 (0.93–1.00) |
24 | 3 | Pos/ind/neg | Yes | No | Dried | ROC | 297 | 6 | 951.8 | 1025.7 | 0.09 | 0.17 | 0.30 (0.21–0.38) | 0.98 (0.95–1.00) | 0.99 (0.93–1.00) | 0.79 (0.60–0.98) | 0.99 (0.95–1.00) | 0.90 (0.82–0.99) | 1.00 (1.00–1.00) |