Survival Analysis on eICU (test)
0.64C-indexPopRI
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PopRIAnalyte=TC, Adjustment=age and sex, N train (events)=20 (4), N test (events)=14 (2)2026.05 | 0.64 | — | — | — | — | — | — | 0.52 | 0.07 | |
| NORMARIAnalyte=TC, Adjustment=age and sex, N train (events)=20 (4), N test (events)=14 (2)2026.05 | 0.64 | — | — | — | — | — | — | 0.89 | 0.08 | |
| PerRIAnalyte=TC, Adjustment=age and sex, N train (events)=20 (4), N test (events)=14 (2)2026.05 | 0.6 | — | — | — | — | — | — | — | — | |
| PopRIAnalyte=CRE, Adjustment=age and sex, N train (events)=31638 (4454), N test (events)=21092 (2969)2026.05 | 0.576 | — | — | — | — | — | — | 1.77 | 1.66 | |
| PopRIAnalyte=RDW, Adjustment=age and sex, N train (events)=28174 (4340), N test (events)=18783 (2894)2026.05 | 0.571 | — | — | — | — | — | — | 1.73 | 1.6 | |
| NORMARIAnalyte=RDW, Adjustment=age and sex, N train (events)=28174 (4340), N test (events)=18783 (2894)2026.05 | 0.568 | — | — | — | — | — | — | 1.71 | 1.58 | |
| PopRIAnalyte=BUN, Adjustment=age and sex, N train (events)=33279 (4964), N test (events)=22187 (3310)2026.05 | 0.566 | — | — | — | — | — | — | 1.89 | 1.76 | |
| NORMARIAnalyte=CRE, Adjustment=age and sex, N train (events)=31638 (4454), N test (events)=21092 (2969)2026.05 | 0.56 | — | — | — | — | — | — | 1.59 | 1.49 | |
| PopRIAnalyte=K, Adjustment=age and sex, N train (events)=38496 (5647), N test (events)=25664 (3764)2026.05 | 0.557 | — | — | — | — | — | — | 1.4 | 1.33 | |
| NORMARIAnalyte=BUN, Adjustment=age and sex, N train (events)=33279 (4964), N test (events)=22187 (3310)2026.05 | 0.555 | — | — | — | — | — | — | 1.73 | 1.6 | |
| PerRIAnalyte=CRE, Adjustment=age and sex, N train (events)=31638 (4454), N test (events)=21092 (2969)2026.05 | 0.555 | — | — | — | — | — | — | 1.55 | 1.44 | |
| NORMARIAnalyte=K, Adjustment=age and sex, N train (events)=38496 (5647), N test (events)=25664 (3764)2026.05 | 0.554 | — | — | — | — | — | — | 1.39 | 1.32 | |
| PerRIAnalyte=RDW, Adjustment=age and sex, N train (events)=28174 (4340), N test (events)=18783 (2894)2026.05 | 0.553 | — | — | — | — | — | — | 1.65 | 1.5 | |
| PopRIAnalyte=TGL, Adjustment=age and sex, N train (events)=186 (54), N test (events)=124 (36)2026.05 | 0.551 | — | — | — | — | — | — | 1.18 | 0.67 | |
| PopRIAnalyte=ALP, Adjustment=age and sex, N train (events)=7949 (1702), N test (events)=5300 (1134)2026.05 | 0.544 | — | — | — | — | — | — | 1.25 | 1.14 | |
| PerRIAnalyte=K, Adjustment=age and sex, N train (events)=38496 (5647), N test (events)=25664 (3764)2026.05 | 0.544 | — | — | — | — | — | — | 1.33 | 1.26 | |
| PopRIAnalyte=PLT, Adjustment=age and sex, N train (events)=30866 (4735), N test (events)=20578 (3156)2026.05 | 0.543 | — | — | — | — | — | — | 1.38 | 1.3 | |
| PopRIAnalyte=CA, Adjustment=age and sex, N train (events)=32980 (5407), N test (events)=21987 (3604)2026.05 | 0.541 | — | — | — | — | — | — | 1.43 | 1.34 | |
| PopRIAnalyte=CL, Adjustment=age and sex, N train (events)=34213 (5471), N test (events)=22809 (3647)2026.05 | 0.54 | — | — | — | — | — | — | 1.43 | 1.34 | |
| NORMARIAnalyte=CA, Adjustment=age and sex, N train (events)=32980 (5407), N test (events)=21987 (3604)2026.05 | 0.539 | — | — | — | — | — | — | 1.39 | 1.29 | |
| NORMARIAnalyte=CL, Adjustment=age and sex, N train (events)=34213 (5471), N test (events)=22809 (3647)2026.05 | 0.538 | — | — | — | — | — | — | 1.43 | 1.34 | |
| PopRIAnalyte=WBC, Adjustment=age and sex, N train (events)=30162 (4532), N test (events)=20108 (3021)2026.05 | 0.537 | — | — | — | — | — | — | 1.27 | 1.19 | |
| PerRIAnalyte=BUN, Adjustment=age and sex, N train (events)=33279 (4964), N test (events)=22187 (3310)2026.05 | 0.535 | — | — | — | — | — | — | 1.63 | 1.47 | |
| PopRIAnalyte=MPV, Adjustment=age and sex, N train (events)=21459 (3144), N test (events)=14307 (2096)2026.05 | 0.535 | — | — | — | — | — | — | 1.3 | 1.18 | |
| NORMARIAnalyte=ALP, Adjustment=age and sex, N train (events)=7949 (1702), N test (events)=5300 (1134)2026.05 | 0.534 | — | — | — | — | — | — | 1.24 | 1.12 | |
| PopRIAnalyte=CO2, Adjustment=age and sex, N train (events)=40566 (6164), N test (events)=27044 (4109)2026.05 | 0.534 | — | — | — | — | — | — | 1.4 | 1.31 | |
| PerRIAnalyte=CA, Adjustment=age and sex, N train (events)=32980 (5407), N test (events)=21987 (3604)2026.05 | 0.533 | — | — | — | — | — | — | 1.4 | 1.28 | |
| NORMARIAnalyte=TBIL, Adjustment=age and sex, N train (events)=7447 (1482), N test (events)=4966 (988)2026.05 | 0.532 | — | — | — | — | — | — | 1.12 | 1.01 | |
| PopRIAnalyte=MCHC, Adjustment=age and sex, N train (events)=29898 (4621), N test (events)=19933 (3080)2026.05 | 0.531 | — | — | — | — | — | — | 1.17 | 1.1 | |
| NORMARIAnalyte=WBC, Adjustment=age and sex, N train (events)=30162 (4532), N test (events)=20108 (3021)2026.05 | 0.531 | — | — | — | — | — | — | 1.28 | 1.2 | |
| NORMARIAnalyte=MCHC, Adjustment=age and sex, N train (events)=29898 (4621), N test (events)=19933 (3080)2026.05 | 0.53 | — | — | — | — | — | — | 1.13 | 1.05 | |
| PopRIAnalyte=AST, Adjustment=age and sex, N train (events)=7429 (1464), N test (events)=4954 (976)2026.05 | 0.529 | — | — | — | — | — | — | 1.19 | 1.08 | |
| PerRIAnalyte=MCHC, Adjustment=age and sex, N train (events)=29898 (4621), N test (events)=19933 (3080)2026.05 | 0.529 | — | — | — | — | — | — | 1.14 | 1.05 | |
| NORMARIAnalyte=CO2, Adjustment=age and sex, N train (events)=40566 (6164), N test (events)=27044 (4109)2026.05 | 0.528 | — | — | — | — | — | — | 1.33 | 1.24 | |
| PopRIAnalyte=MCH, Adjustment=age and sex, N train (events)=27981 (4313), N test (events)=18654 (2875)2026.05 | 0.528 | — | — | — | — | — | — | 1.12 | 1.05 | |
| NORMARIAnalyte=MCH, Adjustment=age and sex, N train (events)=27981 (4313), N test (events)=18654 (2875)2026.05 | 0.528 | — | — | — | — | — | — | 1.14 | 1.07 | |
| PerRIAnalyte=NA, Adjustment=age and sex, N train (events)=36123 (5599), N test (events)=24082 (3733)2026.05 | 0.528 | — | — | — | — | — | — | 1.06 | 0.99 | |
| PopRIAnalyte=HGB, Adjustment=age and sex, N train (events)=34923 (5009), N test (events)=23282 (3339)2026.05 | 0.527 | — | — | — | — | — | — | 1.97 | 1.62 | |
| PerRIAnalyte=MCH, Adjustment=age and sex, N train (events)=27981 (4313), N test (events)=18654 (2875)2026.05 | 0.527 | — | — | — | — | — | — | 1.08 | 1.01 | |
| PopRIAnalyte=NA, Adjustment=age and sex, N train (events)=36123 (5599), N test (events)=24082 (3733)2026.05 | 0.527 | — | — | — | — | — | — | 1.13 | 1.07 | |
| PerRIAnalyte=TBIL, Adjustment=age and sex, N train (events)=7447 (1482), N test (events)=4966 (988)2026.05 | 0.527 | — | — | — | — | — | — | 1.11 | 1 | |
| NORMARIAnalyte=HGB, Adjustment=age and sex, N train (events)=34923 (5009), N test (events)=23282 (3339)2026.05 | 0.526 | — | — | — | — | — | — | 2.01 | 1.61 | |
| NORMARIAnalyte=MPV, Adjustment=age and sex, N train (events)=21459 (3144), N test (events)=14307 (2096)2026.05 | 0.526 | — | — | — | — | — | — | 1.1 | 0.98 | |
| PopRIAnalyte=TBIL, Adjustment=age and sex, N train (events)=7447 (1482), N test (events)=4966 (988)2026.05 | 0.526 | — | — | — | — | — | — | 1.15 | 1.04 | |
| PerRIAnalyte=CL, Adjustment=age and sex, N train (events)=34213 (5471), N test (events)=22809 (3647)2026.05 | 0.525 | — | — | — | — | — | — | 1.24 | 1.14 | |
| NORMARIAnalyte=NA, Adjustment=age and sex, N train (events)=36123 (5599), N test (events)=24082 (3733)2026.05 | 0.525 | — | — | — | — | — | — | 1.01 | 0.94 | |
| NORMARIAnalyte=TGL, Adjustment=age and sex, N train (events)=186 (54), N test (events)=124 (36)2026.05 | 0.525 | — | — | — | — | — | — | 1.02 | 0.58 | |
| PerRIAnalyte=CO2, Adjustment=age and sex, N train (events)=40566 (6164), N test (events)=27044 (4109)2026.05 | 0.524 | — | — | — | — | — | — | 1.35 | 1.23 | |
| PopRIAnalyte=HCT, Adjustment=age and sex, N train (events)=34716 (5015), N test (events)=23144 (3343)2026.05 | 0.524 | — | — | — | — | — | — | 1.91 | 1.55 | |
| NORMARIAnalyte=HCT, Adjustment=age and sex, N train (events)=34716 (5015), N test (events)=23144 (3343)2026.05 | 0.524 | — | — | — | — | — | — | 1.97 | 1.56 | |
| PerRIAnalyte=HGB, Adjustment=age and sex, N train (events)=34923 (5009), N test (events)=23282 (3339)2026.05 | 0.524 | — | — | — | — | — | — | 2.18 | 1.61 | |
| NORMARIAnalyte=PLT, Adjustment=age and sex, N train (events)=30866 (4735), N test (events)=20578 (3156)2026.05 | 0.524 | — | — | — | — | — | — | 1.15 | 1.08 | |
| PerRIAnalyte=WBC, Adjustment=age and sex, N train (events)=30162 (4532), N test (events)=20108 (3021)2026.05 | 0.524 | — | — | — | — | — | — | 1.17 | 1.08 | |
| NORMARIAnalyte=DBIL, Adjustment=age and sex, N train (events)=682 (211), N test (events)=456 (141)2026.05 | 0.523 | — | — | — | — | — | — | 1.4 | 1.01 | |
| PopRIAnalyte=MCV, Adjustment=age and sex, N train (events)=29400 (4528), N test (events)=19601 (3018)2026.05 | 0.523 | — | — | — | — | — | — | 1.12 | 1.04 | |
| NORMARIAnalyte=MCV, Adjustment=age and sex, N train (events)=29400 (4528), N test (events)=19601 (3018)2026.05 | 0.523 | — | — | — | — | — | — | 1.06 | 1 | |
| PerRIAnalyte=MPV, Adjustment=age and sex, N train (events)=21459 (3144), N test (events)=14307 (2096)2026.05 | 0.523 | — | — | — | — | — | — | 1.07 | 1 | |
| NORMARIAnalyte=AST, Adjustment=age and sex, N train (events)=7429 (1464), N test (events)=4954 (976)2026.05 | 0.522 | — | — | — | — | — | — | 1.14 | 1.03 | |
| PerRIAnalyte=MCV, Adjustment=age and sex, N train (events)=29400 (4528), N test (events)=19601 (3018)2026.05 | 0.522 | — | — | — | — | — | — | 1.02 | 0.96 | |
| PerRIAnalyte=HCT, Adjustment=age and sex, N train (events)=34716 (5015), N test (events)=23144 (3343)2026.05 | 0.521 | — | — | — | — | — | — | 2.59 | 1.78 | |
| PerRIAnalyte=RBC, Adjustment=age and sex, N train (events)=30981 (4736), N test (events)=20654 (3158)2026.05 | 0.521 | — | — | — | — | — | — | 1.71 | 1.4 | |
| NORMARIAnalyte=RBC, Adjustment=age and sex, N train (events)=30981 (4736), N test (events)=20654 (3158)2026.05 | 0.521 | — | — | — | — | — | — | 1.78 | 1.5 | |
| PopRIAnalyte=DBIL, Adjustment=age and sex, N train (events)=682 (211), N test (events)=456 (141)2026.05 | 0.52 | — | — | — | — | — | — | 1.32 | 0.97 | |
| PerRIAnalyte=DBIL, Adjustment=age and sex, N train (events)=682 (211), N test (events)=456 (141)2026.05 | 0.52 | — | — | — | — | — | — | 1.32 | 0.94 | |
| PopRIAnalyte=RBC, Adjustment=age and sex, N train (events)=30981 (4736), N test (events)=20654 (3158)2026.05 | 0.52 | — | — | — | — | — | — | 1.75 | 1.5 | |
| PopRIAnalyte=GLU, Adjustment=age and sex, N train (events)=52476 (6866), N test (events)=34984 (4577)2026.05 | 0.519 | — | — | — | — | — | — | 1.06 | 0.94 | |
| NORMARIAnalyte=GLU, Adjustment=age and sex, N train (events)=52476 (6866), N test (events)=34984 (4577)2026.05 | 0.519 | — | — | — | — | — | — | 1.04 | 0.92 | |
| PerRIAnalyte=GLU, Adjustment=age and sex, N train (events)=52476 (6866), N test (events)=34984 (4577)2026.05 | 0.518 | — | — | — | — | — | — | 0.96 | 0.82 | |
| NORMARIAnalyte=TP, Adjustment=age and sex, N train (events)=8860 (1890), N test (events)=5908 (1260)2026.05 | 0.518 | — | — | — | — | — | — | 1.31 | 1.16 | |
| PerRIAnalyte=PLT, Adjustment=age and sex, N train (events)=30866 (4735), N test (events)=20578 (3156)2026.05 | 0.517 | — | — | — | — | — | — | 1.03 | 0.95 | |
| PopRIAnalyte=TP, Adjustment=age and sex, N train (events)=8860 (1890), N test (events)=5908 (1260)2026.05 | 0.517 | — | — | — | — | — | — | 1.28 | 1.15 | |
| PopRIAnalyte=ALB, Adjustment=age and sex, N train (events)=11121 (2490), N test (events)=7414 (1660)2026.05 | 0.516 | — | — | — | — | — | — | 1.28 | 1.01 | |
| PerRIAnalyte=ALP, Adjustment=age and sex, N train (events)=7949 (1702), N test (events)=5300 (1134)2026.05 | 0.516 | — | — | — | — | — | — | 1.12 | 0.99 | |
| PerRIAnalyte=ALB, Adjustment=age and sex, N train (events)=11121 (2490), N test (events)=7414 (1660)2026.05 | 0.515 | — | — | — | — | — | — | 1.45 | 1.03 | |
| NORMARIAnalyte=ALB, Adjustment=age and sex, N train (events)=11121 (2490), N test (events)=7414 (1660)2026.05 | 0.515 | — | — | — | — | — | — | 1.36 | 1.04 | |
| PerRIAnalyte=TGL, Adjustment=age and sex, N train (events)=186 (54), N test (events)=124 (36)2026.05 | 0.515 | — | — | — | — | — | — | 0.97 | 0.47 | |
| PerRIAnalyte=TP, Adjustment=age and sex, N train (events)=8860 (1890), N test (events)=5908 (1260)2026.05 | 0.51 | — | — | — | — | — | — | 1.34 | 1.15 | |
| PerRIAnalyte=ALT, Adjustment=age and sex, N train (events)=7267 (1472), N test (events)=4846 (982)2026.05 | 0.505 | — | — | — | — | — | — | 0.94 | 0.82 | |
| PopRIAnalyte=ALT, Adjustment=age and sex, N train (events)=7267 (1472), N test (events)=4846 (982)2026.05 | 0.504 | — | — | — | — | — | — | 1.08 | 0.97 | |
| NORMARIAnalyte=ALT, Adjustment=age and sex, N train (events)=7267 (1472), N test (events)=4846 (982)2026.05 | 0.504 | — | — | — | — | — | — | 1.06 | 0.95 | |
| PerRIAnalyte=AST, Adjustment=age and sex, N train (events)=7429 (1464), N test (events)=4954 (976)2026.05 | 0.504 | — | — | — | — | — | — | 1.07 | 0.95 | |
| Cox PH2025.11 | — | 0.589 | 0.073 | 0.264 | 0.584 | 0.573 | 0.576 | — | — | |
| DeepHit2025.11 | — | 0.58 | 0.071 | 0.261 | 0.58 | 0.571 | 0.573 | — | — | |
| Dynamic-DeepHit2025.11 | — | 0.753 | 0.072 | 0.254 | 0.749 | 0.648 | 0.673 | — | — | |
| DySurv2025.11 | — | 0.763 | 0.077 | 0.267 | 0.759 | 0.654 | 0.681 | — | — | |
| TransformerSurvfeatures=TS+static2025.11 | — | 0.796 | 0.082 | 0.297 | 0.792 | 0.674 | 0.704 | — | — |