Diagnosis Prediction on Held-out (test)
0.932Median AUROCXGBoost
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| XGBoostEndpoint=I15 Secondary hypertension, N=82026.06 | 0.932 | — | — | — | — | — | |
| TransformerEndpoint=I10 Essential hypertension, N=2632026.06 | 0.917 | 0.862 | 0.967 | 0.004 | 92 | 25 | |
| Log. Reg.Endpoint=I15 Secondary hypertension, N=82026.06 | 0.917 | — | — | — | — | — | |
| TransformerEndpoint=A09 Other gastroenteritis/colitis, N=792026.06 | 0.881 | 0.792 | 0.977 | 0.016 | 213 | 77 | |
| XGBoostEndpoint=A09 Other gastroenteritis/colitis, N=792026.06 | 0.859 | — | — | — | — | — | |
| Log. Reg.Endpoint=I10 Essential hypertension, N=2632026.06 | 0.825 | — | — | — | — | — | |
| TransformerEndpoint=C78 Sec. malig. neoplasm, resp./digestive, N=2182026.06 | 0.818 | 0.791 | 0.841 | 0.403 | 149.5 | 33.5 | |
| TransformerEndpoint=I11 Hypertensive heart disease, N=222026.06 | 0.815 | 0.7 | 0.902 | 0.119 | 191.5 | 37.8 | |
| Log. Reg.Endpoint=C78 Sec. malig. neoplasm, resp./digestive, N=2182026.06 | 0.804 | — | — | — | — | — | |
| Log. Reg.Endpoint=A09 Other gastroenteritis/colitis, N=792026.06 | 0.802 | — | — | — | — | — | |
| XGBoostEndpoint=C78 Sec. malig. neoplasm, resp./digestive, N=2182026.06 | 0.793 | — | — | — | — | — | |
| TransformerEndpoint=I12 Hypertensive chronic kidney disease, N=122026.06 | 0.788 | 0.67 | 0.886 | 0.03 | 445 | 279.5 | |
| XGBoostEndpoint=I10 Essential hypertension, N=2632026.06 | 0.786 | — | — | — | — | — | |
| Log. Reg.Endpoint=I12 Hypertensive chronic kidney disease, N=122026.06 | 0.771 | — | — | — | — | — | |
| TransformerEndpoint=I20 Angina pectoris, N=112026.06 | 0.755 | 0.558 | 0.896 | 0.061 | 47 | 15.5 | |
| Log. Reg.Endpoint=I48 Atrial fibrillation/flutter, N=1102026.06 | 0.752 | — | — | — | — | — | |
| TransformerEndpoint=I48 Atrial fibrillation/flutter, N=1102026.06 | 0.741 | 0.695 | 0.788 | 0.188 | 187 | 52.2 | |
| TransformerEndpoint=A41 Other sepsis, N=842026.06 | 0.735 | 0.667 | 0.794 | 0.166 | 233.5 | 77.2 | |
| Log. Reg.Endpoint=Metastatic disease, N=3662026.06 | 0.729 | — | — | — | — | — | |
| Log. Reg.Endpoint=I11 Hypertensive heart disease, N=222026.06 | 0.727 | — | — | — | — | — | |
| Log. Reg.Endpoint=A41 Other sepsis, N=842026.06 | 0.727 | — | — | — | — | — | |
| XGBoostEndpoint=I20 Angina pectoris, N=112026.06 | 0.726 | — | — | — | — | — | |
| TransformerEndpoint=Metastatic disease, N=3662026.06 | 0.725 | 0.695 | 0.758 | 0.483 | 165 | 44.2 | |
| TransformerEndpoint=A04 Other bacterial intestinal infections, N=802026.06 | 0.721 | 0.657 | 0.777 | 0.109 | 179.5 | 85 | |
| XGBoostEndpoint=Metastatic disease, N=3662026.06 | 0.715 | — | — | — | — | — | |
| TransformerEndpoint=I21 Acute myocardial infarction, N=112026.06 | 0.714 | 0.615 | 0.807 | 0.011 | 243 | 66.5 | |
| TransformerEndpoint=I25 Chronic ischaemic heart disease, N=702026.06 | 0.705 | 0.64 | 0.769 | 0.108 | 147 | 19.2 | |
| XGBoostEndpoint=I12 Hypertensive chronic kidney disease, N=122026.06 | 0.685 | — | — | — | — | — | |
| TransformerEndpoint=I50 Heart failure, N=762026.06 | 0.683 | 0.616 | 0.749 | 0.156 | 175 | 70 | |
| TransformerEndpoint=Cardiovascular diseases, N=4702026.06 | 0.682 | 0.651 | 0.709 | 0.48 | 113 | 28.2 | |
| TransformerEndpoint=I15 Secondary hypertension, N=82026.06 | 0.674 | 0.438 | 0.912 | 0.08 | 536.5 | 344.2 | |
| Log. Reg.Endpoint=I25 Chronic ischaemic heart disease, N=702026.06 | 0.673 | — | — | — | — | — | |
| XGBoostEndpoint=I48 Atrial fibrillation/flutter, N=1102026.06 | 0.671 | — | — | — | — | — | |
| TransformerEndpoint=Bacterial infections, N=4182026.06 | 0.662 | 0.628 | 0.694 | 0.403 | 154 | 55.2 | |
| TransformerEndpoint=B96 Other bacterial agents (Gram-negative), N=2192026.06 | 0.66 | 0.618 | 0.703 | 0.255 | 211 | 71 | |
| Log. Reg.Endpoint=Bacterial infections, N=4182026.06 | 0.652 | — | — | — | — | — | |
| Log. Reg.Endpoint=B95 Streptococcus/Staphylococcus, N=1592026.06 | 0.652 | — | — | — | — | — | |
| TransformerEndpoint=B95 Streptococcus/Staphylococcus, N=1592026.06 | 0.644 | 0.596 | 0.69 | 0.16 | 187 | 77.5 | |
| Log. Reg.Endpoint=I80 Phlebitis/thrombophlebitis, N=992026.06 | 0.638 | — | — | — | — | — | |
| XGBoostEndpoint=A41 Other sepsis, N=842026.06 | 0.635 | — | — | — | — | — | |
| Log. Reg.Endpoint=I20 Angina pectoris, N=112026.06 | 0.632 | — | — | — | — | — | |
| XGBoostEndpoint=Bacterial infections, N=4182026.06 | 0.632 | — | — | — | — | — | |
| Log. Reg.Endpoint=A04 Other bacterial intestinal infections, N=802026.06 | 0.632 | — | — | — | — | — | |
| Log. Reg.Endpoint=I50 Heart failure, N=762026.06 | 0.631 | — | — | — | — | — | |
| Log. Reg.Endpoint=Cardiovascular diseases, N=4702026.06 | 0.629 | — | — | — | — | — | |
| Log. Reg.Endpoint=B96 Other bacterial agents (Gram-negative), N=2192026.06 | 0.628 | — | — | — | — | — | |
| XGBoostEndpoint=I11 Hypertensive heart disease, N=222026.06 | 0.625 | — | — | — | — | — | |
| XGBoostEndpoint=B96 Other bacterial agents (Gram-negative), N=2192026.06 | 0.623 | — | — | — | — | — | |
| TransformerEndpoint=C79 Sec. malig. neoplasm, other sites, N=1332026.06 | 0.613 | 0.565 | 0.663 | 0.127 | 219 | 85 | |
| TransformerEndpoint=I80 Phlebitis/thrombophlebitis, N=992026.06 | 0.601 | 0.544 | 0.654 | 0.088 | 177 | 72.5 | |
| Log. Reg.Endpoint=B99 Other/unspec. infectious disease, N=612026.06 | 0.6 | — | — | — | — | — | |
| XGBoostEndpoint=B95 Streptococcus/Staphylococcus, N=1592026.06 | 0.599 | — | — | — | — | — | |
| XGBoostEndpoint=I50 Heart failure, N=762026.06 | 0.594 | — | — | — | — | — | |
| XGBoostEndpoint=A04 Other bacterial intestinal infections, N=802026.06 | 0.593 | — | — | — | — | — | |
| XGBoostEndpoint=Cardiovascular diseases, N=4702026.06 | 0.589 | — | — | — | — | — | |
| TransformerEndpoint=B99 Other/unspec. infectious disease, N=612026.06 | 0.588 | 0.499 | 0.669 | 0.063 | 160 | 76 | |
| XGBoostEndpoint=I80 Phlebitis/thrombophlebitis, N=992026.06 | 0.582 | — | — | — | — | — | |
| Log. Reg.Endpoint=I21 Acute myocardial infarction, N=112026.06 | 0.579 | — | — | — | — | — | |
| Log. Reg.Endpoint=C79 Sec. malig. neoplasm, other sites, N=1332026.06 | 0.57 | — | — | — | — | — | |
| XGBoostEndpoint=I25 Chronic ischaemic heart disease, N=702026.06 | 0.561 | — | — | — | — | — | |
| XGBoostEndpoint=B99 Other/unspec. infectious disease, N=612026.06 | 0.542 | — | — | — | — | — | |
| XGBoostEndpoint=C79 Sec. malig. neoplasm, other sites, N=1332026.06 | 0.538 | — | — | — | — | — | |
| XGBoostEndpoint=I21 Acute myocardial infarction, N=112026.06 | 0.527 | — | — | — | — | — | |
| XGBoostEndpoint=I82 Other venous embolism/thrombosis, N=82026.06 | 0.52 | — | — | — | — | — | |
| Log. Reg.Endpoint=I82 Other venous embolism/thrombosis, N=82026.06 | 0.475 | — | — | — | — | — | |
| TransformerEndpoint=I82 Other venous embolism/thrombosis, N=82026.06 | 0.386 | 0.099 | 0.662 | 0.007 | 205 | 111 |