Prediction model | Count (%) | AUROC (95% CI) | AUPRC (95% CI) | Sensitivity (95% CI) | Specificity (95% CI) | Accuracy (95% CI) | PPV (95% CI) | NPV (95% CI) |
---|---|---|---|---|---|---|---|---|
Predicted cardiopulmonary resuscitation (Class 1) | 525 (1.86) | 0.865 (0.845, 0.885) | 0.155 (0.127, 0.189) | 0.802 (0.766, 0.834) | 0.757 (0.752, 0.762) | 0.758 (0.753, 0.763) | 0.059 (0.056, 0.061) | 0.995 (0.994, 0.996) |
Predicted intubation (Class 2) | 1,520 (5.36) | 0.882 (0.871, 0.893) | 0.361 (0.338, 0.386) | 0.827 (0.807, 0.845) | 0.778 (0.773, 0.783) | 0.781 (0.776, 0.786) | 0.175 (0.170, 0.179) | 0.988 (0.986, 0.989) |
Predicted central catheterization (Class 3) | 1,025 (3.62) | 0.847 (0.832, 0.862) | 0.193 (0.170, 0.219) | 0.789 (0.763, 0.813) | 0.760 (0.755, 0.765) | 0.761 (0.756, 0.766) | 0.110 (0.106, 0.114) | 0.990 (0.988, 0.991) |
Predicted massive transfusion (Class 4) | 174 (0.62) | 0.740 (0.697, 0.782) | 0.021 (0.007, 0.056) | 0.724 (0.653, 0.785) | 0.640 (0.634, 0.646) | 0.641 (0.635, 0.646) | 0.012 (0.011, 0.013) | 0.997 (0.997, 0.998) |
Predicted emergency percutaneous coronary intervention (Class 5) | 2,514 (8.89) | 0.929 (0.922, 0.936) | 0.589 (0.569, 0.608) | 0.902 (0.889, 0.913) | 0.824 (0.820, 0.829) | 0.831 (0.827, 0.835) | 0.334 (0.327, 0.340) | 0.989 (0.987, 0.990) |
Predicted intensive care unit admission after ED process (Class 6) | 4,437 (15.69) | 0.788 (0.779, 0.796) | 0.408 (0.393, 0.422) | 0.740 (0.727, 0.753) | 0.697 (0.692, 0.703) | 0.704 (0.699, 0.710) | 0.313 (0.307, 0.319) | 0.935 (0.932, 0.938) |
Predicted emergency operation (Class 7) | 314 (1.11) | 0.706 (0.673, 0.738) | 0.026 (0.013, 0.050) | 0.608 (0.553, 0.661) | 0.713 (0.708, 0.718) | 0.712 (0.707, 0.717) | 0.023 (0.021, 0.025) | 0.994 (0.993, 0.995) |
Predicted performed magnetic resonance imaging in the ED (Class 8) | 651 (2.30) | 0.816 (0.796, 0.836) | 0.108 (0.086, 0.134) | 0.788 (0.755, 0.818) | 0.741 (0.736, 0.746) | 0.742 (0.737, 0.747) | 0.067 (0.064, 0.070) | 0.993 (0.992, 0.994) |
Predicted performed echocardiography in the ED (Class 9) | 851 (3.01) | 0.686 (0.666, 0.706) | 0.060 (0.046, 0.078) | 0.622 (0.589, 0.654) | 0.658 (0.653, 0.664) | 0.657 (0.652, 0.663) | 0.053 (0.051, 0.056) | 0.982 (0.981, 0.984) |
Predicted performed computed tomography angiography in the ED (Class 10) | 1,536 (5.43) | 0.668 (0.653, 0.683) | 0.101 (0.087, 0.117) | 0.689 (0.665, 0.711) | 0.557 (0.551, 0.563) | 0.564 (0.558, 0.570) | 0.082 (0.079, 0.085) | 0.969 (0.967, 0.971) |
Predicted psychiatric manage in the ED (Class 11) | 148 (0.52) | 0.815 (0.773, 0.857) | 0.024 (0.009, 0.066) | 0.831 (0.763, 0.883) | 0.684 (0.678, 0.689) | 0.684 (0.679, 0.690) | 0.014 (0.013, 0.015) | 0.999 (0.998, 0.999) |
Predicted admission after ED process (Class 12) | 5,774 (20.42) | 0.761 (0.754, 0.769) | 0.434 (0.421, 0.446) | 0.696 (0.684, 0.708) | 0.711 (0.705, 0.717) | 0.708 (0.702, 0.713) | 0.382 (0.375, 0.388) | 0.901 (0.898, 0.905) |
Predicted discharge after ED process (Class 13) | 11,664 (41.25) | 0.795 (0.790, 0.800) | 0.726 (0.717, 0.734) | 0.714 (0.706, 0.722) | 0.726 (0.719, 0.733) | 0.721 (0.716, 0.726) | 0.647 (0.640, 0.653) | 0.784 (0.778, 0.789) |
Final model for transfer to the incapable hospital | 1,770 (6.26) | 0.813 (0.800, 0.825) | 0.286 (0.265, 0.308) | 0.739 (0.718, 0.759) | 0.739 (0.733, 0.744) | 0.739 (0.733, 0.744) | 0.159 (0.154, 0.163) | 0.977 (0.975, 0.979) |