In-hospital mortality prediction on eICU (test)
0.85HRPopRI
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PopRIAnalyte=MCHC, Adjustment=age and sex, N train (events)=29987 (3063), N test (events)=19992 (2042)2026.05 | 0.85 | — | — | — | — | — | 0.78 | 0.563 | |
| PerRIAnalyte=MCHC, Adjustment=age and sex, N train (events)=29987 (3063), N test (events)=19992 (2042)2026.05 | 0.87 | — | — | — | — | — | 0.78 | 0.558 | |
| NORMARIAnalyte=MCHC, Adjustment=age and sex, N train (events)=29987 (3063), N test (events)=19992 (2042)2026.05 | 0.89 | — | — | — | — | — | 0.82 | 0.561 | |
| PerRIAnalyte=MCH, Adjustment=age and sex, N train (events)=28067 (2889), N test (events)=18712 (1926)2026.05 | 0.95 | — | — | — | — | — | 0.88 | 0.558 | |
| PopRIAnalyte=MPV, Adjustment=age and sex, N train (events)=21532 (2191), N test (events)=14355 (1461)2026.05 | 0.95 | — | — | — | — | — | 0.84 | 0.568 | |
| PopRIAnalyte=ALP, Adjustment=age and sex, N train (events)=7966 (1118), N test (events)=5311 (746)2026.05 | 0.97 | — | — | — | — | — | 0.86 | 0.534 | |
| PopRIAnalyte=ALT, Adjustment=age and sex, N train (events)=7288 (976), N test (events)=4859 (650)2026.05 | 0.98 | — | — | — | — | — | 0.86 | 0.538 | |
| NORMARIAnalyte=ALT, Adjustment=age and sex, N train (events)=7288 (976), N test (events)=4859 (650)2026.05 | 0.99 | — | — | — | — | — | 0.87 | 0.537 | |
| PopRIAnalyte=MCH, Adjustment=age and sex, N train (events)=28067 (2889), N test (events)=18712 (1926)2026.05 | 0.99 | — | — | — | — | — | 0.92 | 0.558 | |
| NORMARIAnalyte=MCH, Adjustment=age and sex, N train (events)=28067 (2889), N test (events)=18712 (1926)2026.05 | 0.99 | — | — | — | — | — | 0.92 | 0.558 | |
| PerRIAnalyte=ALB, Adjustment=age and sex, N train (events)=11151 (1560), N test (events)=7435 (1040)2026.05 | 1.01 | — | — | — | — | — | 0.65 | 0.544 | |
| PopRIAnalyte=HGB, Adjustment=age and sex, N train (events)=35018 (3622), N test (events)=23346 (2415)2026.05 | 1.01 | — | — | — | — | — | 0.82 | 0.561 | |
| PerRIAnalyte=TGL, Adjustment=age and sex, N train (events)=186 (37), N test (events)=124 (24)2026.05 | 1.03 | — | — | — | — | — | 0.43 | 0.59 | |
| PopRIAnalyte=ALB, Adjustment=age and sex, N train (events)=11151 (1560), N test (events)=7435 (1040)2026.05 | 1.04 | — | — | — | — | — | 0.75 | 0.544 | |
| PerRIAnalyte=ALT, Adjustment=age and sex, N train (events)=7288 (976), N test (events)=4859 (650)2026.05 | 1.05 | — | — | — | — | — | 0.89 | 0.539 | |
| PopRIAnalyte=RBC, Adjustment=age and sex, N train (events)=31071 (3221), N test (events)=20714 (2148)2026.05 | 1.05 | — | — | — | — | — | 0.88 | 0.562 | |
| PerRIAnalyte=DBIL, Adjustment=age and sex, N train (events)=684 (122), N test (events)=456 (82)2026.05 | 1.07 | — | — | — | — | — | 0.69 | 0.512 | |
| NORMARIAnalyte=HGB, Adjustment=age and sex, N train (events)=35018 (3622), N test (events)=23346 (2415)2026.05 | 1.07 | — | — | — | — | — | 0.85 | 0.561 | |
| PerRIAnalyte=RBC, Adjustment=age and sex, N train (events)=31071 (3221), N test (events)=20714 (2148)2026.05 | 1.07 | — | — | — | — | — | 0.85 | 0.561 | |
| PerRIAnalyte=ALP, Adjustment=age and sex, N train (events)=7966 (1118), N test (events)=5311 (746)2026.05 | 1.09 | — | — | — | — | — | 0.93 | 0.534 | |
| PopRIAnalyte=TGL, Adjustment=age and sex, N train (events)=186 (37), N test (events)=124 (24)2026.05 | 1.09 | — | — | — | — | — | 0.54 | 0.594 | |
| NORMARIAnalyte=RBC, Adjustment=age and sex, N train (events)=31071 (3221), N test (events)=20714 (2148)2026.05 | 1.1 | — | — | — | — | — | 0.9 | 0.561 | |
| PopRIAnalyte=HCT, Adjustment=age and sex, N train (events)=34809 (3553), N test (events)=23206 (2368)2026.05 | 1.11 | — | — | — | — | — | 0.89 | 0.558 | |
| PerRIAnalyte=HGB, Adjustment=age and sex, N train (events)=35018 (3622), N test (events)=23346 (2415)2026.05 | 1.11 | — | — | — | — | — | 0.83 | 0.561 | |
| NORMARIAnalyte=ALP, Adjustment=age and sex, N train (events)=7966 (1118), N test (events)=5311 (746)2026.05 | 1.12 | — | — | — | — | — | 0.99 | 0.535 | |
| NORMARIAnalyte=ALB, Adjustment=age and sex, N train (events)=11151 (1560), N test (events)=7435 (1040)2026.05 | 1.14 | — | — | — | — | — | 0.78 | 0.544 | |
| NORMARIAnalyte=DBIL, Adjustment=age and sex, N train (events)=684 (122), N test (events)=456 (82)2026.05 | 1.14 | — | — | — | — | — | 0.75 | 0.537 | |
| PerRIAnalyte=MPV, Adjustment=age and sex, N train (events)=21532 (2191), N test (events)=14355 (1461)2026.05 | 1.17 | — | — | — | — | — | 1.08 | 0.575 | |
| NORMARIAnalyte=MPV, Adjustment=age and sex, N train (events)=21532 (2191), N test (events)=14355 (1461)2026.05 | 1.2 | — | — | — | — | — | 1.02 | 0.571 | |
| PopRIAnalyte=NA, Adjustment=age and sex, N train (events)=36226 (3839), N test (events)=24152 (2559)2026.05 | 1.22 | — | — | — | — | — | 1.14 | 0.551 | |
| NORMARIAnalyte=NA, Adjustment=age and sex, N train (events)=36226 (3839), N test (events)=24152 (2559)2026.05 | 1.22 | — | — | — | — | — | 1.11 | 0.552 | |
| NORMARIAnalyte=TGL, Adjustment=age and sex, N train (events)=186 (37), N test (events)=124 (24)2026.05 | 1.22 | — | — | — | — | — | 0.59 | 0.598 | |
| PopRIAnalyte=DBIL, Adjustment=age and sex, N train (events)=684 (122), N test (events)=456 (82)2026.05 | 1.23 | — | — | — | — | — | 0.81 | 0.546 | |
| PopRIAnalyte=MCV, Adjustment=age and sex, N train (events)=29488 (3017), N test (events)=19659 (2011)2026.05 | 1.26 | — | — | — | — | — | 1.16 | 0.559 | |
| PerRIAnalyte=TBIL, Adjustment=age and sex, N train (events)=7465 (930), N test (events)=4978 (620)2026.05 | 1.28 | — | — | — | — | — | 1.12 | 0.55 | |
| NORMARIAnalyte=HCT, Adjustment=age and sex, N train (events)=34809 (3553), N test (events)=23206 (2368)2026.05 | 1.31 | — | — | — | — | — | 1.01 | 0.558 | |
| PerRIAnalyte=K, Adjustment=age and sex, N train (events)=38603 (3943), N test (events)=25736 (2628)2026.05 | 1.31 | — | — | — | — | — | 1.22 | 0.563 | |
| PopRIAnalyte=K, Adjustment=age and sex, N train (events)=38603 (3943), N test (events)=25736 (2628)2026.05 | 1.34 | — | — | — | — | — | 1.26 | 0.563 | |
| PerRIAnalyte=MCV, Adjustment=age and sex, N train (events)=29488 (3017), N test (events)=19659 (2011)2026.05 | 1.35 | — | — | — | — | — | 1.25 | 0.564 | |
| NORMARIAnalyte=MCV, Adjustment=age and sex, N train (events)=29488 (3017), N test (events)=19659 (2011)2026.05 | 1.35 | — | — | — | — | — | 1.25 | 0.569 | |
| NORMARIAnalyte=K, Adjustment=age and sex, N train (events)=38603 (3943), N test (events)=25736 (2628)2026.05 | 1.36 | — | — | — | — | — | 1.27 | 0.564 | |
| PerRIAnalyte=NA, Adjustment=age and sex, N train (events)=36226 (3839), N test (events)=24152 (2559)2026.05 | 1.37 | — | — | — | — | — | 1.25 | 0.557 | |
| NORMARIAnalyte=TBIL, Adjustment=age and sex, N train (events)=7465 (930), N test (events)=4978 (620)2026.05 | 1.38 | — | — | — | — | — | 1.22 | 0.552 | |
| PopRIAnalyte=TBIL, Adjustment=age and sex, N train (events)=7465 (930), N test (events)=4978 (620)2026.05 | 1.39 | — | — | — | — | — | 1.22 | 0.552 | |
| PerRIAnalyte=HCT, Adjustment=age and sex, N train (events)=34809 (3553), N test (events)=23206 (2368)2026.05 | 1.45 | — | — | — | — | — | 0.98 | 0.556 | |
| PopRIAnalyte=CL, Adjustment=age and sex, N train (events)=34320 (3560), N test (events)=22881 (2374)2026.05 | 1.52 | — | — | — | — | — | 1.4 | 0.572 | |
| NORMARIAnalyte=CL, Adjustment=age and sex, N train (events)=34320 (3560), N test (events)=22881 (2374)2026.05 | 1.58 | — | — | — | — | — | 1.44 | 0.574 | |
| NORMARIAnalyte=AST, Adjustment=age and sex, N train (events)=7446 (912), N test (events)=4964 (608)2026.05 | 1.61 | — | — | — | — | — | 1.4 | 0.575 | |
| PerRIAnalyte=GLU, Adjustment=age and sex, N train (events)=52615 (5182), N test (events)=35077 (3455)2026.05 | 1.65 | — | — | — | — | — | 1.26 | 0.563 | |
| NORMARIAnalyte=TP, Adjustment=age and sex, N train (events)=8881 (1307), N test (events)=5921 (871)2026.05 | 1.66 | — | — | — | — | — | 1.42 | 0.562 | |
| NORMARIAnalyte=PLT, Adjustment=age and sex, N train (events)=30955 (3214), N test (events)=20638 (2142)2026.05 | 1.67 | — | — | — | — | — | 1.54 | 0.579 | |
| PopRIAnalyte=TP, Adjustment=age and sex, N train (events)=8881 (1307), N test (events)=5921 (871)2026.05 | 1.67 | — | — | — | — | — | 1.44 | 0.576 | |
| PopRIAnalyte=AST, Adjustment=age and sex, N train (events)=7446 (912), N test (events)=4964 (608)2026.05 | 1.68 | — | — | — | — | — | 1.47 | 0.571 | |
| PerRIAnalyte=CA, Adjustment=age and sex, N train (events)=33080 (3474), N test (events)=22054 (2316)2026.05 | 1.68 | — | — | — | — | — | 1.48 | 0.564 | |
| PerRIAnalyte=TP, Adjustment=age and sex, N train (events)=8881 (1307), N test (events)=5921 (871)2026.05 | 1.68 | — | — | — | — | — | 1.37 | 0.554 | |
| PerRIAnalyte=CL, Adjustment=age and sex, N train (events)=34320 (3560), N test (events)=22881 (2374)2026.05 | 1.69 | — | — | — | — | — | 1.51 | 0.568 | |
| PopRIAnalyte=BUN, Adjustment=age and sex, N train (events)=33379 (3378), N test (events)=22253 (2252)2026.05 | 1.74 | — | — | — | — | — | 1.58 | 0.573 | |
| NORMARIAnalyte=CA, Adjustment=age and sex, N train (events)=33080 (3474), N test (events)=22054 (2316)2026.05 | 1.75 | — | — | — | — | — | 1.58 | 0.571 | |
| NORMARIAnalyte=BUN, Adjustment=age and sex, N train (events)=33379 (3378), N test (events)=22253 (2252)2026.05 | 1.77 | — | — | — | — | — | 1.59 | 0.571 | |
| PerRIAnalyte=PLT, Adjustment=age and sex, N train (events)=30955 (3214), N test (events)=20638 (2142)2026.05 | 1.77 | — | — | — | — | — | 1.58 | 0.57 | |
| PopRIAnalyte=CA, Adjustment=age and sex, N train (events)=33080 (3474), N test (events)=22054 (2316)2026.05 | 1.81 | — | — | — | — | — | 1.64 | 0.577 | |
| PerRIAnalyte=AST, Adjustment=age and sex, N train (events)=7446 (912), N test (events)=4964 (608)2026.05 | 1.82 | — | — | — | — | — | 1.52 | 0.562 | |
| PerRIAnalyte=CO2, Adjustment=age and sex, N train (events)=40679 (4792), N test (events)=27120 (3194)2026.05 | 1.82 | — | — | — | — | — | 1.6 | 0.566 | |
| PerRIAnalyte=BUN, Adjustment=age and sex, N train (events)=33379 (3378), N test (events)=22253 (2252)2026.05 | 1.84 | — | — | — | — | — | 1.59 | 0.559 | |
| PopRIAnalyte=RDW, Adjustment=age and sex, N train (events)=28255 (2852), N test (events)=18838 (1901)2026.05 | 1.85 | — | — | — | — | — | 1.65 | 0.601 | |
| PopRIAnalyte=CRE, Adjustment=age and sex, N train (events)=31723 (3152), N test (events)=21149 (2102)2026.05 | 1.89 | — | — | — | — | — | 1.74 | 0.602 | |
| NORMARIAnalyte=CO2, Adjustment=age and sex, N train (events)=40679 (4792), N test (events)=27120 (3194)2026.05 | 1.9 | — | — | — | — | — | 1.71 | 0.576 | |
| NORMARIAnalyte=RDW, Adjustment=age and sex, N train (events)=28255 (2852), N test (events)=18838 (1901)2026.05 | 1.91 | — | — | — | — | — | 1.68 | 0.595 | |
| PopRIAnalyte=CO2, Adjustment=age and sex, N train (events)=40679 (4792), N test (events)=27120 (3194)2026.05 | 1.94 | — | — | — | — | — | 1.76 | 0.586 | |
| PerRIAnalyte=CRE, Adjustment=age and sex, N train (events)=31723 (3152), N test (events)=21149 (2102)2026.05 | 1.97 | — | — | — | — | — | 1.78 | 0.599 | |
| NORMARIAnalyte=CRE, Adjustment=age and sex, N train (events)=31723 (3152), N test (events)=21149 (2102)2026.05 | 1.98 | — | — | — | — | — | 1.81 | 0.604 | |
| PopRIAnalyte=GLU, Adjustment=age and sex, N train (events)=52615 (5182), N test (events)=35077 (3455)2026.05 | 2.14 | — | — | — | — | — | 1.73 | 0.565 | |
| NORMARIAnalyte=GLU, Adjustment=age and sex, N train (events)=52615 (5182), N test (events)=35077 (3455)2026.05 | 2.19 | — | — | — | — | — | 1.75 | 0.565 | |
| PerRIAnalyte=RDW, Adjustment=age and sex, N train (events)=28255 (2852), N test (events)=18838 (1901)2026.05 | 2.23 | — | — | — | — | — | 1.89 | 0.589 | |
| PopRIAnalyte=WBC, Adjustment=age and sex, N train (events)=30250 (2917), N test (events)=20167 (1945)2026.05 | 2.39 | — | — | — | — | — | 2.17 | 0.619 | |
| NORMARIAnalyte=WBC, Adjustment=age and sex, N train (events)=30250 (2917), N test (events)=20167 (1945)2026.05 | 2.41 | — | — | — | — | — | 2.17 | 0.617 | |
| PerRIAnalyte=WBC, Adjustment=age and sex, N train (events)=30250 (2917), N test (events)=20167 (1945)2026.05 | 2.48 | — | — | — | — | — | 2.16 | 0.598 | |
| PopRIAnalyte=PLT, Adjustment=age and sex, N train (events)=30955 (3214), N test (events)=20638 (2142)2026.05 | 2.5 | — | — | — | — | — | 2.32 | 0.654 | |
| BTMipc=502026.04 | — | 0.854 | 0.479 | — | — | — | — | — | |
| BTMipc=1002026.04 | — | 0.859 | 0.486 | — | — | — | — | — | |
| BTMipc=2002026.04 | — | 0.861 | 0.476 | — | — | — | — | — | |
| BTMipc=5002026.04 | — | 0.874 | 0.506 | — | — | — | — | — | |
| CEHR-BERTreported as-is=true2026.05 | — | 0.8028 | — | 0.2672 | 37.25 | 42.71 | — | — | |
| DATMipc=502026.04 | — | 0.854 | 0.462 | — | — | — | — | — | |
| DATMipc=1002026.04 | — | 0.852 | 0.451 | — | — | — | — | — | |
| DATMipc=2002026.04 | — | 0.846 | 0.464 | — | — | — | — | — | |
| DATMipc=5002026.04 | — | 0.856 | 0.482 | — | — | — | — | — | |
| FTDipc=502026.04 | — | 0.798 | 0.374 | — | — | — | — | — | |
| FTDipc=1002026.04 | — | 0.803 | 0.389 | — | — | — | — | — | |
| FTDipc=2002026.04 | — | 0.824 | 0.43 | — | — | — | — | — | |
| FTDipc=5002026.04 | — | 0.847 | 0.442 | — | — | — | — | — | |
| Full Datasetipc=Full2026.04 | — | 0.879 | 0.515 | — | — | — | — | — | |
| FuseMoE2026.05 | — | 0.7057 | — | 0.4043 | — | — | — | — | |
| GRU-D2026.05 | — | 0.6604 | — | 0.3498 | — | — | — | — | |
| GRU-D + NoteTimestamp-to-text fusion (TTF)=true2026.05 | — | 0.6685 | — | 0.3597 | — | — | — | — | |
| ISTS-PLM2026.05 | — | 0.6893 | — | 0.3632 | — | — | — | — | |
| ISTS-PLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | — | 0.6902 | — | 0.3612 | — | — | — | — | |
| MCTipc=502026.04 | — | 0.773 | 0.397 | — | — | — | — | — | |
| MCTipc=1002026.04 | — | 0.828 | 0.427 | — | — | — | — | — | |
| MCTipc=2002026.04 | — | 0.837 | 0.448 | — | — | — | — | — |