Perioperative infection prediction on INSPIRE cohort (test)
0.82Hazard Ratio (HR)PopRI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PopRIAnalyte=A1C, N train (events)=226 (32), N test (events)=152 (21), Adjusted for=age and sex2026.05 | 0.82 | 0.35 | 0.559 | |
| PerRIAnalyte=CRE, N train (events)=24107 (694), N test (events)=16072 (462), Adjusted for=age and sex2026.05 | 0.97 | 0.84 | 0.571 | |
| PopRIAnalyte=GLU, N train (events)=15420 (629), N test (events)=10281 (419), Adjusted for=age and sex2026.05 | 0.97 | 0.81 | 0.547 | |
| NORMARIAnalyte=NA, N train (events)=21349 (703), N test (events)=14234 (469), Adjusted for=age and sex2026.05 | 0.97 | 0.83 | 0.593 | |
| PerRIAnalyte=CO2, N train (events)=3583 (413), N test (events)=2390 (275), Adjusted for=age and sex2026.05 | 0.98 | 0.78 | 0.577 | |
| PopRIAnalyte=CO2, N train (events)=3583 (413), N test (events)=2390 (275), Adjusted for=age and sex2026.05 | 1 | 0.81 | 0.575 | |
| PerRIAnalyte=GLU, N train (events)=15420 (629), N test (events)=10281 (419), Adjusted for=age and sex2026.05 | 1 | 0.81 | 0.547 | |
| NORMARIAnalyte=GLU, N train (events)=15420 (629), N test (events)=10281 (419), Adjusted for=age and sex2026.05 | 1 | 0.79 | 0.547 | |
| PerRIAnalyte=HGB, N train (events)=21375 (716), N test (events)=14251 (478), Adjusted for=age and sex2026.05 | 1 | 0.82 | 0.592 | |
| PerRIAnalyte=ALT, N train (events)=15382 (665), N test (events)=10255 (443), Adjusted for=age and sex2026.05 | 1.02 | 0.87 | 0.61 | |
| NORMARIAnalyte=CO2, N train (events)=3583 (413), N test (events)=2390 (275), Adjusted for=age and sex2026.05 | 1.02 | 0.82 | 0.577 | |
| NORMARIAnalyte=K, N train (events)=21492 (704), N test (events)=14329 (469), Adjusted for=age and sex2026.05 | 1.02 | 0.87 | 0.611 | |
| NORMARIAnalyte=TBIL, N train (events)=16829 (676), N test (events)=11220 (450), Adjusted for=age and sex2026.05 | 1.02 | 0.85 | 0.578 | |
| PopRIAnalyte=ALT, N train (events)=15382 (665), N test (events)=10255 (443), Adjusted for=age and sex2026.05 | 1.03 | 0.88 | 0.61 | |
| PerRIAnalyte=CL, N train (events)=18256 (689), N test (events)=12172 (460), Adjusted for=age and sex2026.05 | 1.03 | 0.88 | 0.595 | |
| PerRIAnalyte=NA, N train (events)=21349 (703), N test (events)=14234 (469), Adjusted for=age and sex2026.05 | 1.03 | 0.88 | 0.6 | |
| PopRIAnalyte=K, N train (events)=21492 (704), N test (events)=14329 (469), Adjusted for=age and sex2026.05 | 1.04 | 0.88 | 0.61 | |
| NORMARIAnalyte=HCT, N train (events)=23504 (722), N test (events)=15670 (482), Adjusted for=age and sex2026.05 | 1.05 | 0.88 | 0.615 | |
| PerRIAnalyte=K, N train (events)=21492 (704), N test (events)=14329 (469), Adjusted for=age and sex2026.05 | 1.05 | 0.9 | 0.609 | |
| PerRIAnalyte=BUN, N train (events)=17637 (682), N test (events)=11758 (455), Adjusted for=age and sex2026.05 | 1.06 | 0.9 | 0.548 | |
| PopRIAnalyte=HGB, N train (events)=21375 (716), N test (events)=14251 (478), Adjusted for=age and sex2026.05 | 1.06 | 0.9 | 0.602 | |
| NORMARIAnalyte=HGB, N train (events)=21375 (716), N test (events)=14251 (478), Adjusted for=age and sex2026.05 | 1.06 | 0.89 | 0.601 | |
| PopRIAnalyte=PLT, N train (events)=20078 (706), N test (events)=13386 (471), Adjusted for=age and sex2026.05 | 1.06 | 0.9 | 0.611 | |
| NORMARIAnalyte=CRE, N train (events)=24107 (694), N test (events)=16072 (462), Adjusted for=age and sex2026.05 | 1.07 | 0.91 | 0.571 | |
| PopRIAnalyte=TBIL, N train (events)=16829 (676), N test (events)=11220 (450), Adjusted for=age and sex2026.05 | 1.07 | 0.87 | 0.576 | |
| NORMARIAnalyte=ALT, N train (events)=15382 (665), N test (events)=10255 (443), Adjusted for=age and sex2026.05 | 1.08 | 0.93 | 0.614 | |
| PopRIAnalyte=CRE, N train (events)=24107 (694), N test (events)=16072 (462), Adjusted for=age and sex2026.05 | 1.08 | 0.92 | 0.573 | |
| PopRIAnalyte=BUN, N train (events)=17637 (682), N test (events)=11758 (455), Adjusted for=age and sex2026.05 | 1.09 | 0.94 | 0.557 | |
| PopRIAnalyte=CL, N train (events)=18256 (689), N test (events)=12172 (460), Adjusted for=age and sex2026.05 | 1.09 | 0.94 | 0.603 | |
| PopRIAnalyte=HCT, N train (events)=23504 (722), N test (events)=15670 (482), Adjusted for=age and sex2026.05 | 1.09 | 0.92 | 0.616 | |
| PerRIAnalyte=HCT, N train (events)=23504 (722), N test (events)=15670 (482), Adjusted for=age and sex2026.05 | 1.1 | 0.9 | 0.612 | |
| PerRIAnalyte=TBIL, N train (events)=16829 (676), N test (events)=11220 (450), Adjusted for=age and sex2026.05 | 1.1 | 0.94 | 0.584 | |
| PerRIAnalyte=ALP, N train (events)=16373 (656), N test (events)=10916 (438), Adjusted for=age and sex2026.05 | 1.12 | 0.96 | 0.598 | |
| NORMARIAnalyte=BUN, N train (events)=17637 (682), N test (events)=11758 (455), Adjusted for=age and sex2026.05 | 1.12 | 0.96 | 0.556 | |
| PopRIAnalyte=NA, N train (events)=21349 (703), N test (events)=14234 (469), Adjusted for=age and sex2026.05 | 1.12 | 0.95 | 0.604 | |
| PerRIAnalyte=ALB, N train (events)=18112 (691), N test (events)=12076 (461), Adjusted for=age and sex2026.05 | 1.14 | 0.97 | 0.626 | |
| NORMARIAnalyte=CL, N train (events)=18256 (689), N test (events)=12172 (460), Adjusted for=age and sex2026.05 | 1.14 | 0.98 | 0.605 | |
| NORMARIAnalyte=ALB, N train (events)=18112 (691), N test (events)=12076 (461), Adjusted for=age and sex2026.05 | 1.15 | 0.98 | 0.631 | |
| NORMARIAnalyte=CA, N train (events)=17550 (687), N test (events)=11700 (458), Adjusted for=age and sex2026.05 | 1.15 | 0.99 | 0.585 | |
| PerRIAnalyte=PLT, N train (events)=20078 (706), N test (events)=13386 (471), Adjusted for=age and sex2026.05 | 1.15 | 0.99 | 0.603 | |
| PopRIAnalyte=ALP, N train (events)=16373 (656), N test (events)=10916 (438), Adjusted for=age and sex2026.05 | 1.16 | 0.98 | 0.593 | |
| NORMARIAnalyte=ALP, N train (events)=16373 (656), N test (events)=10916 (438), Adjusted for=age and sex2026.05 | 1.16 | 0.99 | 0.59 | |
| PopRIAnalyte=CA, N train (events)=17550 (687), N test (events)=11700 (458), Adjusted for=age and sex2026.05 | 1.17 | 1 | 0.582 | |
| PopRIAnalyte=WBC, N train (events)=20235 (707), N test (events)=13491 (471), Adjusted for=age and sex2026.05 | 1.18 | 1.01 | 0.558 | |
| PerRIAnalyte=AST, N train (events)=15519 (665), N test (events)=10347 (444), Adjusted for=age and sex2026.05 | 1.2 | 1.02 | 0.625 | |
| PerRIAnalyte=CA, N train (events)=17550 (687), N test (events)=11700 (458), Adjusted for=age and sex2026.05 | 1.21 | 1.04 | 0.593 | |
| PerRIAnalyte=WBC, N train (events)=20235 (707), N test (events)=13491 (471), Adjusted for=age and sex2026.05 | 1.21 | 1.05 | 0.564 | |
| PopRIAnalyte=ALB, N train (events)=18112 (691), N test (events)=12076 (461), Adjusted for=age and sex2026.05 | 1.22 | 1.05 | 0.624 | |
| NORMARIAnalyte=PLT, N train (events)=20078 (706), N test (events)=13386 (471), Adjusted for=age and sex2026.05 | 1.22 | 1.05 | 0.638 | |
| NORMARIAnalyte=TP, N train (events)=16841 (680), N test (events)=11228 (454), Adjusted for=age and sex2026.05 | 1.25 | 1.08 | 0.607 | |
| NORMARIAnalyte=AST, N train (events)=15519 (665), N test (events)=10347 (444), Adjusted for=age and sex2026.05 | 1.26 | 1.03 | 0.644 | |
| NORMARIAnalyte=WBC, N train (events)=20235 (707), N test (events)=13491 (471), Adjusted for=age and sex2026.05 | 1.26 | 1.09 | 0.559 | |
| PopRIAnalyte=TP, N train (events)=16841 (680), N test (events)=11228 (454), Adjusted for=age and sex2026.05 | 1.27 | 1.08 | 0.601 | |
| PerRIAnalyte=A1C, N train (events)=226 (32), N test (events)=152 (21), Adjusted for=age and sex2026.05 | 1.3 | 0.43 | 0.572 | |
| PerRIAnalyte=TP, N train (events)=16841 (680), N test (events)=11228 (454), Adjusted for=age and sex2026.05 | 1.41 | 1.21 | 0.582 | |
| PopRIAnalyte=AST, N train (events)=15519 (665), N test (events)=10347 (444), Adjusted for=age and sex2026.05 | 1.45 | 1.15 | 0.642 | |
| NORMARIAnalyte=A1C, N train (events)=226 (32), N test (events)=152 (21), Adjusted for=age and sex2026.05 | 1.8 | 0.58 | 0.572 |