Prolonged ICU Stay Prediction (Survival Metrics) on eICU-CRD (test)
0.2Hazard Ratio (HR)NORMARI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NORMARIAnalyte=TC, N train (events)=20 (8), N test (events)=14 (5), Adjustments=age and sex2026.05 | 0.2 | 0 | 0.5 | |
| PopRIAnalyte=GLU, N train (events)=52561 (7373), N test (events)=35041 (4915), Adjustments=age and sex2026.05 | 0.44 | 0.36 | 0.537 | |
| NORMARIAnalyte=GLU, N train (events)=52561 (7373), N test (events)=35041 (4915), Adjustments=age and sex2026.05 | 0.47 | 0.38 | 0.536 | |
| PopRIAnalyte=HGB, N train (events)=34972 (7128), N test (events)=23316 (4752), Adjustments=age and sex2026.05 | 0.5 | 0.43 | 0.543 | |
| PerRIAnalyte=HGB, N train (events)=34972 (7128), N test (events)=23316 (4752), Adjustments=age and sex2026.05 | 0.51 | 0.42 | 0.537 | |
| NORMARIAnalyte=HGB, N train (events)=34972 (7128), N test (events)=23316 (4752), Adjustments=age and sex2026.05 | 0.52 | 0.44 | 0.542 | |
| PerRIAnalyte=GLU, N train (events)=52561 (7373), N test (events)=35041 (4915), Adjustments=age and sex2026.05 | 0.53 | 0.41 | 0.535 | |
| PopRIAnalyte=HCT, N train (events)=34765 (7128), N test (events)=23178 (4753), Adjustments=age and sex2026.05 | 0.53 | 0.46 | 0.541 | |
| NORMARIAnalyte=HCT, N train (events)=34765 (7128), N test (events)=23178 (4753), Adjustments=age and sex2026.05 | 0.53 | 0.45 | 0.539 | |
| PerRIAnalyte=RBC, N train (events)=31027 (7105), N test (events)=20686 (4737), Adjustments=age and sex2026.05 | 0.53 | 0.45 | 0.541 | |
| NORMARIAnalyte=RBC, N train (events)=31027 (7105), N test (events)=20686 (4737), Adjustments=age and sex2026.05 | 0.54 | 0.47 | 0.547 | |
| PopRIAnalyte=RBC, N train (events)=31027 (7105), N test (events)=20686 (4737), Adjustments=age and sex2026.05 | 0.55 | 0.49 | 0.549 | |
| NORMARIAnalyte=CO2, N train (events)=40636 (7193), N test (events)=27092 (4795), Adjustments=age and sex2026.05 | 0.61 | 0.56 | 0.545 | |
| PopRIAnalyte=CO2, N train (events)=40636 (7193), N test (events)=27092 (4795), Adjustments=age and sex2026.05 | 0.63 | 0.58 | 0.547 | |
| PerRIAnalyte=HCT, N train (events)=34765 (7128), N test (events)=23178 (4753), Adjustments=age and sex2026.05 | 0.64 | 0.51 | 0.537 | |
| NORMARIAnalyte=MCHC, N train (events)=29944 (6867), N test (events)=19964 (4578), Adjustments=age and sex2026.05 | 0.65 | 0.61 | 0.559 | |
| PopRIAnalyte=BUN, N train (events)=33336 (7040), N test (events)=22225 (4694), Adjustments=age and sex2026.05 | 0.66 | 0.62 | 0.55 | |
| PerRIAnalyte=CRE, N train (events)=31684 (6787), N test (events)=21123 (4525), Adjustments=age and sex2026.05 | 0.66 | 0.62 | 0.562 | |
| NORMARIAnalyte=BUN, N train (events)=33336 (7040), N test (events)=22225 (4694), Adjustments=age and sex2026.05 | 0.67 | 0.63 | 0.548 | |
| PopRIAnalyte=MCHC, N train (events)=29944 (6867), N test (events)=19964 (4578), Adjustments=age and sex2026.05 | 0.67 | 0.63 | 0.559 | |
| PerRIAnalyte=MCHC, N train (events)=29944 (6867), N test (events)=19964 (4578), Adjustments=age and sex2026.05 | 0.67 | 0.62 | 0.552 | |
| PopRIAnalyte=RDW, N train (events)=28216 (6496), N test (events)=18812 (4331), Adjustments=age and sex2026.05 | 0.67 | 0.63 | 0.557 | |
| NORMARIAnalyte=RDW, N train (events)=28216 (6496), N test (events)=18812 (4331), Adjustments=age and sex2026.05 | 0.67 | 0.63 | 0.554 | |
| PopRIAnalyte=TC, N train (events)=20 (8), N test (events)=14 (5), Adjustments=age and sex2026.05 | 0.67 | 0.11 | 0.6 | |
| PopRIAnalyte=ALP, N train (events)=7956 (2821), N test (events)=5305 (1881), Adjustments=age and sex2026.05 | 0.68 | 0.63 | 0.551 | |
| PopRIAnalyte=CRE, N train (events)=31684 (6787), N test (events)=21123 (4525), Adjustments=age and sex2026.05 | 0.68 | 0.65 | 0.566 | |
| NORMARIAnalyte=CRE, N train (events)=31684 (6787), N test (events)=21123 (4525), Adjustments=age and sex2026.05 | 0.69 | 0.66 | 0.566 | |
| PerRIAnalyte=ALB, N train (events)=11140 (3587), N test (events)=7428 (2392), Adjustments=age and sex2026.05 | 0.7 | 0.51 | 0.536 | |
| PerRIAnalyte=RDW, N train (events)=28216 (6496), N test (events)=18812 (4331), Adjustments=age and sex2026.05 | 0.7 | 0.65 | 0.546 | |
| PerRIAnalyte=CO2, N train (events)=40636 (7193), N test (events)=27092 (4795), Adjustments=age and sex2026.05 | 0.72 | 0.66 | 0.54 | |
| NORMARIAnalyte=ALP, N train (events)=7956 (2821), N test (events)=5305 (1881), Adjustments=age and sex2026.05 | 0.73 | 0.68 | 0.548 | |
| PopRIAnalyte=CL, N train (events)=34278 (7202), N test (events)=22853 (4801), Adjustments=age and sex2026.05 | 0.74 | 0.7 | 0.552 | |
| PopRIAnalyte=NA, N train (events)=36186 (7220), N test (events)=24125 (4814), Adjustments=age and sex2026.05 | 0.74 | 0.71 | 0.56 | |
| PerRIAnalyte=TGL, N train (events)=186 (134), N test (events)=124 (90), Adjustments=age and sex2026.05 | 0.74 | 0.46 | 0.533 | |
| NORMARIAnalyte=WBC, N train (events)=30209 (7003), N test (events)=20140 (4668), Adjustments=age and sex2026.05 | 0.74 | 0.69 | 0.552 | |
| PopRIAnalyte=ALB, N train (events)=11140 (3587), N test (events)=7428 (2392), Adjustments=age and sex2026.05 | 0.75 | 0.61 | 0.535 | |
| NORMARIAnalyte=CA, N train (events)=33039 (6996), N test (events)=22026 (4664), Adjustments=age and sex2026.05 | 0.75 | 0.71 | 0.544 | |
| NORMARIAnalyte=CL, N train (events)=34278 (7202), N test (events)=22853 (4801), Adjustments=age and sex2026.05 | 0.75 | 0.71 | 0.548 | |
| PopRIAnalyte=WBC, N train (events)=30209 (7003), N test (events)=20140 (4668), Adjustments=age and sex2026.05 | 0.75 | 0.71 | 0.557 | |
| PerRIAnalyte=BUN, N train (events)=33336 (7040), N test (events)=22225 (4694), Adjustments=age and sex2026.05 | 0.76 | 0.7 | 0.535 | |
| NORMARIAnalyte=K, N train (events)=38559 (7280), N test (events)=25707 (4854), Adjustments=age and sex2026.05 | 0.76 | 0.73 | 0.554 | |
| NORMARIAnalyte=NA, N train (events)=36186 (7220), N test (events)=24125 (4814), Adjustments=age and sex2026.05 | 0.76 | 0.71 | 0.549 | |
| NORMARIAnalyte=ALB, N train (events)=11140 (3587), N test (events)=7428 (2392), Adjustments=age and sex2026.05 | 0.77 | 0.6 | 0.535 | |
| PerRIAnalyte=CA, N train (events)=33039 (6996), N test (events)=22026 (4664), Adjustments=age and sex2026.05 | 0.77 | 0.71 | 0.537 | |
| PopRIAnalyte=K, N train (events)=38559 (7280), N test (events)=25707 (4854), Adjustments=age and sex2026.05 | 0.77 | 0.73 | 0.553 | |
| PopRIAnalyte=CA, N train (events)=33039 (6996), N test (events)=22026 (4664), Adjustments=age and sex2026.05 | 0.79 | 0.75 | 0.541 | |
| PerRIAnalyte=WBC, N train (events)=30209 (7003), N test (events)=20140 (4668), Adjustments=age and sex2026.05 | 0.79 | 0.74 | 0.545 | |
| PerRIAnalyte=NA, N train (events)=36186 (7220), N test (events)=24125 (4814), Adjustments=age and sex2026.05 | 0.8 | 0.75 | 0.543 | |
| PerRIAnalyte=K, N train (events)=38559 (7280), N test (events)=25707 (4854), Adjustments=age and sex2026.05 | 0.81 | 0.77 | 0.543 | |
| PopRIAnalyte=ALT, N train (events)=7276 (2596), N test (events)=4851 (1731), Adjustments=age and sex2026.05 | 0.82 | 0.76 | 0.533 | |
| PopRIAnalyte=TGL, N train (events)=186 (134), N test (events)=124 (90), Adjustments=age and sex2026.05 | 0.82 | 0.57 | 0.527 | |
| NORMARIAnalyte=MCH, N train (events)=28026 (6451), N test (events)=18684 (4301), Adjustments=age and sex2026.05 | 0.83 | 0.79 | 0.541 | |
| NORMARIAnalyte=MCV, N train (events)=29445 (6783), N test (events)=19631 (4523), Adjustments=age and sex2026.05 | 0.83 | 0.8 | 0.546 | |
| PerRIAnalyte=ALP, N train (events)=7956 (2821), N test (events)=5305 (1881), Adjustments=age and sex2026.05 | 0.84 | 0.76 | 0.533 | |
| PerRIAnalyte=CL, N train (events)=34278 (7202), N test (events)=22853 (4801), Adjustments=age and sex2026.05 | 0.84 | 0.79 | 0.538 | |
| NORMARIAnalyte=ALT, N train (events)=7276 (2596), N test (events)=4851 (1731), Adjustments=age and sex2026.05 | 0.85 | 0.78 | 0.527 | |
| PopRIAnalyte=MPV, N train (events)=21492 (4995), N test (events)=14328 (3330), Adjustments=age and sex2026.05 | 0.85 | 0.78 | 0.535 | |
| PopRIAnalyte=AST, N train (events)=7437 (2658), N test (events)=4958 (1772), Adjustments=age and sex2026.05 | 0.86 | 0.8 | 0.545 | |
| PerRIAnalyte=MCH, N train (events)=28026 (6451), N test (events)=18684 (4301), Adjustments=age and sex2026.05 | 0.86 | 0.81 | 0.544 | |
| PopRIAnalyte=TBIL, N train (events)=7456 (2547), N test (events)=4972 (1699), Adjustments=age and sex2026.05 | 0.86 | 0.79 | 0.537 | |
| PerRIAnalyte=ALT, N train (events)=7276 (2596), N test (events)=4851 (1731), Adjustments=age and sex2026.05 | 0.87 | 0.78 | 0.52 | |
| NORMARIAnalyte=AST, N train (events)=7437 (2658), N test (events)=4958 (1772), Adjustments=age and sex2026.05 | 0.87 | 0.81 | 0.545 | |
| NORMARIAnalyte=TBIL, N train (events)=7456 (2547), N test (events)=4972 (1699), Adjustments=age and sex2026.05 | 0.87 | 0.81 | 0.534 | |
| PopRIAnalyte=MCV, N train (events)=29445 (6783), N test (events)=19631 (4523), Adjustments=age and sex2026.05 | 0.88 | 0.83 | 0.539 | |
| PopRIAnalyte=PLT, N train (events)=30913 (7030), N test (events)=20609 (4686), Adjustments=age and sex2026.05 | 0.9 | 0.86 | 0.534 | |
| PerRIAnalyte=TBIL, N train (events)=7456 (2547), N test (events)=4972 (1699), Adjustments=age and sex2026.05 | 0.9 | 0.83 | 0.542 | |
| NORMARIAnalyte=TGL, N train (events)=186 (134), N test (events)=124 (90), Adjustments=age and sex2026.05 | 0.91 | 0.63 | 0.528 | |
| PopRIAnalyte=MCH, N train (events)=28026 (6451), N test (events)=18684 (4301), Adjustments=age and sex2026.05 | 0.92 | 0.87 | 0.537 | |
| NORMARIAnalyte=MPV, N train (events)=21492 (4995), N test (events)=14328 (3330), Adjustments=age and sex2026.05 | 0.93 | 0.84 | 0.532 | |
| NORMARIAnalyte=DBIL, N train (events)=684 (328), N test (events)=456 (218), Adjustments=age and sex2026.05 | 0.95 | 0.75 | 0.461 | |
| NORMARIAnalyte=PLT, N train (events)=30913 (7030), N test (events)=20609 (4686), Adjustments=age and sex2026.05 | 0.96 | 0.91 | 0.537 | |
| PerRIAnalyte=DBIL, N train (events)=684 (328), N test (events)=456 (218), Adjustments=age and sex2026.05 | 0.97 | 0.75 | 0.482 | |
| PerRIAnalyte=MCV, N train (events)=29445 (6783), N test (events)=19631 (4523), Adjustments=age and sex2026.05 | 0.97 | 0.92 | 0.54 | |
| PerRIAnalyte=TP, N train (events)=8871 (3098), N test (events)=5914 (2065), Adjustments=age and sex2026.05 | 0.97 | 0.87 | 0.527 | |
| PerRIAnalyte=AST, N train (events)=7437 (2658), N test (events)=4958 (1772), Adjustments=age and sex2026.05 | 0.98 | 0.89 | 0.534 | |
| PerRIAnalyte=MPV, N train (events)=21492 (4995), N test (events)=14328 (3330), Adjustments=age and sex2026.05 | 0.98 | 0.92 | 0.529 | |
| NORMARIAnalyte=TP, N train (events)=8871 (3098), N test (events)=5914 (2065), Adjustments=age and sex2026.05 | 0.98 | 0.9 | 0.527 | |
| PopRIAnalyte=DBIL, N train (events)=684 (328), N test (events)=456 (218), Adjustments=age and sex2026.05 | 1.02 | 0.81 | 0.512 | |
| PopRIAnalyte=TP, N train (events)=8871 (3098), N test (events)=5914 (2065), Adjustments=age and sex2026.05 | 1.03 | 0.95 | 0.524 | |
| PerRIAnalyte=PLT, N train (events)=30913 (7030), N test (events)=20609 (4686), Adjustments=age and sex2026.05 | 1.22 | 1.14 | 0.542 |