TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.489 | 0.147 | 0.658 | 0.489 | 0.561 | 0.370 | 0.774 | 0.657 | Yes | |
0.853 | 0.511 | 0.742 | 0.853 | 0.794 | 0.370 | 0.774 | 0.854 | No | |
Weighted Avg. | 0.719 | 0.377 | 0.711 | 0.719 | 0.708 | 0.370 | 0.774 | 0.782 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.471 | 0.142 | 0.657 | 0.471 | 0.549 | 0.360 | 0.764 | 0.654 | Yes | |
0.858 | 0.529 | 0.737 | 0.858 | 0.793 | 0.360 | 0.764 | 0.840 | No | |
Weighted Avg. | 0.716 | 0.387 | 0.708 | 0.716 | 0.703 | 0.360 | 0.764 | 0.772 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.456 | 0.143 | 0.649 | 0.456 | 0.536 | 0.345 | 0.765 | 0.643 | Yes | |
0.857 | 0.544 | 0.731 | 0.857 | 0.789 | 0.345 | 0.765 | 0.841 | No | |
Weighted Avg. | 0.710 | 0.397 | 0.701 | 0.710 | 0.696 | 0.345 | 0.765 | 0.768 |
F-Measure | ROC Area | |
---|---|---|
NaiveBayes | 0.663 | 0.741 |
Logistic Regression | 0.696 | 0.765 |
Ada boost | 0.674 | 0.731 |
Logit boost | 0.704 | 0.757 |
ClassificationViaRegression | 0.691 | 0.758 |
Random Forest | 0.723 | 0.789 |
Bagging | 0.712 | 0.775 |
Multilayer perceptron | 0.697 | 0.740 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.447 | 0.145 | 0.641 | 0.447 | 0.527 | 0.334 | 0.758 | 0.638 | Yes | |
0.855 | 0.553 | 0.727 | 0.855 | 0.786 | 0.334 | 0.758 | 0.837 | No | |
Weighted Avg. | 0.705 | 0.403 | 0.696 | 0.705 | 0.691 | 0.334 | 0.758 | 0.764 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.360 | 0.091 | 0.696 | 0.360 | 0.474 | 0.330 | 0.734 | 0.602 | Yes | |
0.909 | 0.640 | 0.710 | 0.909 | 0.797 | 0.330 | 0.734 | 0.811 | No | |
Weighted Avg. | 0.708 | 0.439 | 0.705 | 0.708 | 0.679 | 0.330 | 0. 734 | 0.734 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.329 | 0.091 | 0.677 | 0.329 | 0.442 | 0.300 | 0.741 | 0.603 | Yes | |
0.909 | 0.671 | 0.700 | 0.909 | 0.791 | 0.300 | 0.741 | 0.822 | No | |
Weighted Avg. | 0.696 | 0.458 | 0.692 | 0.696 | 0.663 | 0.300 | 0.741 | 0.742 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.542 | 0.190 | 0.623 | 0.542 | 0.580 | 0.364 | 0.742 | 0.622 | Yes | |
0.810 | 0.458 | 0.753 | 0.810 | 0.781 | 0.364 | 0.742 | 0.815 | No | |
Weighted Avg. | 0.712 | 0.360 | 0.705 | 0.712 | 0.707 | 0.364 | 0.742 | 0.744 |
F-Measure | ROC Area | |
---|---|---|
NaiveBayes | 0.679 | 0.734 |
Logistic Regression | 0.697 | 0.762 |
Ada boost | 0.685 | 0.753 |
Logit boost | 0.708 | 0.774 |
ClassificationViaRegression | 0.691 | 0.760 |
Random Forest | 0.689 | 0.757 |
Bagging | 0.703 | 0.764 |
Multilayer perceptron | 0.707 | 0.742 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.515 | 0.161 | 0.649 | 0.515 | 0.574 | 0.375 | 0.775 | 0.654 | Yes | |
0.839 | 0.485 | 0.749 | 0.839 | 0.791 | 0.375 | 0.775 | 0.852 | No | |
Weighted Avg. | 0.720 | 0.366 | 0.712 | 0.720 | 0.712 | 0.375 | 0.775 | 0.779 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.464 | 0.135 | 0.666 | 0.464 | 0.547 | 0.364 | 0.757 | 0.641 | Yes | |
0.865 | 0.536 | 0.736 | 0.865 | 0.795 | 0.364 | 0.757 | 0.837 | No | |
Weighted Avg. | 0.718 | 0.389 | 0.710 | 0.718 | 0.704 | 0.364 | 0.757 | 0.765 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admision | |
---|---|---|---|---|---|---|---|---|---|
0.396 | 0.133 | 0.634 | 0.396 | 0.487 | 0.302 | 0.731 | 0.604 | Yes | |
0.867 | 0.604 | 0.713 | 0.867 | 0.782 | 0.302 | 0.731 | 0.815 | No | |
Weighted Avg. | 0.694 | 0.431 | 0.684 | 0.694 | 0.674 | 0.302 | 0.731 | 0.738 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.540 | 0.161 | 0.660 | 0.540 | 0.594 | 0.399 | 0.789 | 0.676 | Yes | |
0.839 | 0.460 | 0.759 | 0.839 | 0.797 | 0.399 | 0.789 | 0.858 | No | |
Weighted Avg. | 0.729 | 0.350 | 0.723 | 0.729 | 0.723 | 0.399 | 0.789 | 0.791 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.653 | 0.243 | 0.729 | 0.653 | 0.689 | 0.412 | 0.784 | 0.767 | Yes | |
0.757 | 0.347 | 0.686 | 0.757 | 0.720 | 0.412 | 0.784 | 0.783 | No | |
Weighted Avg. | 0.705 | 0.295 | 0.707 | 0.705 | 0.704 | 0.412 | 0.784 | 0.775 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.480 | 0.161 | 0.633 | 0.480 | 0.546 | 0.343 | 0.740 | 0.617 | Yes | |
0.839 | 0.520 | 0.736 | 0.839 | 0.784 | 0.343 | 0.740 | 0.808 | No | |
Weighted Avg. | 0.707 | 0.388 | 0.698 | 0.707 | 0.697 | 0.343 | 0.740 | 0.738 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.456 | 0.142 | 0.650 | 0.456 | 0.536 | 0.346 | 0.762 | 0.641 | Yes | |
0.858 | 0.544 | 0.732 | 0.858 | 0.790 | 0.346 | 0.762 | 0.838 | No | |
Weighted Avg. | 0.711 | 0.396 | 0.702 | 0.711 | 0.697 | 0.346 | 0.762 | 0.766 |
Features | Type | Mean | Standard Deviation |
---|---|---|---|
CPK | numerical | 179.155 | 1183.877 |
CREA | numerical | 1.06 | 0.827 |
CRP | numerical | 39.094 | 71.48 |
LDH | numerical | 222.327 | 156.343 |
UREA | numerical | 45.651 | 33.616 |
aPTT | numerical | 34.227 | 11.443 |
DDIMER | numerical | 1422.899 | 2522.921 |
INR | numerical | 1.131 | 0.571 |
HGB | numerical | 12.87 | 2.13 |
LYM | numerical | 22.085 | 11.672 |
NEUT | numerical | 69.478 | 13.083 |
PLT | numerical | 252.467 | 87.814 |
WBC | numerical | 9.617 | 5.153 |
Age | numerical; Integer* | 61.175 | 20.822 |
Gender | categorical {Male, Female} | ||
ED Unit | categorical {Urology, Pulmonology, Internal Medicine, Otolaryngology, Triage, Cardiology, General Surgery, Opthalmology, Vascular Surgery, Thoracic Surgery} | ||
Ambulance | Categorical {Yes, No} | ||
Admission | Categorical {Yes, No} |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admision | |
---|---|---|---|---|---|---|---|---|---|
0.423 | 0.137 | 0.642 | 0.423 | 0.510 | 0.323 | 0.753 | 0.620 | Yes | |
0.863 | 0.577 | 0.721 | 0.863 | 0.786 | 0.323 | 0.753 | 0.836 | No | |
Weighted Avg. | 0.702 | 0.415 | 0.692 | 0.702 | 0.685 | 0.323 | 0.753 | 0.757 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.447 | 0.145 | 0.641 | 0.447 | 0.527 | 0.334 | 0.760 | 0.639 | Yes | |
0.855 | 0.553 | 0.727 | 0.855 | 0.786 | 0.334 | 0.760 | 0.839 | No | |
Weighted Avg. | 0.705 | 0.403 | 0.696 | 0.705 | 0.691 | 0.334 | 0.760 | 0.766 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.685 | 0.300 | 0.696 | 0.685 | 0.690 | 0.385 | 0.773 | 0.758 | Yes | |
0.700 | 0.315 | 0.690 | 0.700 | 0.695 | 0.385 | 0.773 | 0.779 | No | |
Weighted Avg. | 0.693 | 0.307 | 0.693 | 0.693 | 0.693 | 0.385 | 0.773 | 0.769 |
TP Rate | FP Rate | Precision | Recall | F-Measure | MCC | ROC Area | PRC Area | Admission | |
---|---|---|---|---|---|---|---|---|---|
0.394 | 0.103 | 0.689 | 0.394 | 0.501 | 0.345 | 0.757 | 0.650 | Yes | |
0.897 | 0.606 | 0.719 | 0.897 | 0.798 | 0.345 | 0.757 | 0.832 | No | |
Weighted Avg. | 0.713 | 0.422 | 0.708 | 0.713 | 0.689 | 0.345 | 0.757 | 0.765 |