Table 2.
Performance metrics of the support vector machine models for the prediction of the different microbial populations of chicken liver inoculated with Salmonella stored under aerobic conditions at isothermal and dynamically changing conditions.
| Metrics | Total viable counts | Pseudomonas spp. | Brochothrix thermosphacta | Lactic acid bacteria | Enterobacteriaceae | Salmonella |
|---|---|---|---|---|---|---|
| Mean ± SDa | Mean ± SD | Mean ± SD | Mean ± SD | Mean ± SD | Mean ± SD | |
| (upper, lower CI) | (upper, lower CI) | (upper, lower CI) | (upper, lower CI) | (upper, lower CI) | (upper, lower CI) | |
| R2 | 0.728 ± 0.027 | 0.730 ± 0.031 | 0.725 ± 0.028 | 0.828 ± 0.020 | 0.719 ± 0.036 | 0.708 ± 0.027 |
| (0.721, 0.735) | (0.722, 0.739) | (0.717, 0.733) | (0.822, 0.833) | (0.709, 0.729) | (0.701, 0.716) | |
| RMSE | 0.837 ± 0.040 | 0.827 ± 0.051 | 0.841 ± 0.049 | 0.664 ± 0.039 | 0.847 ± 0.053 | 0.863 ± 0.044 |
| (0.826, 0.847) | (0.813, 0.841) | (0.828, 0.855) | (0.653, 0.675) | (0.832, 0.861) | (0.851, 0.875) | |
| Af | 1.098 ± 0.005 | 1.095 ± 0.007 | 1.096 ± 0.006 | 1.071 ± 0.005 | 1.095 ± 0.007 | 1.102 ± 0.005 |
| (1.097, 1.100) | (1.093, 1.097) | (1.095, 1.098) | (1.070, 1.073) | (1.093, 1.097) | (1.100, 1.103) | |
| Bf | 1.017 ± 0.009 | 1.012 ± 0.008 | 1.008 ± 0.009 | 1.005 ± 0.007 | 1.016 ± 0.009 | 0.995 ± 0.007 |
| (1.014, 1.019) | (1.009, 1.014) | (1.005, 1.010) | (1.003, 1.007) | (1.014, 1.019) | (0.993, 0.997) | |
| Accuracy (%) | 74.234 ± 2.733 | 73.572 ± 3.239 | 75.338 ± 2.977 | 85.669 ± 2.667 | 75.090 ± 3.086 | 73.076 ± 2.603 |
| (73.477, 74.992) | (72.675, 74.470) | (74.513, 76.163) | (84.930, 86.408) | (74.234, 75.945) | (72.354, 73.797) |
Total of 50 iterations.
CI, 95% confidence interval; R2, coefficient of determination; RMSE, root mean square error (log CFU/g); Af, accuracy factor; Bf, bias factor.