# Urinary tract infection (UTI) prediction on eICU Source: [Urinary tract infection (UTI) prediction on eICU]() Collection index: [llms.txt]() Data updated: 2026-04-03T08:39:21.744Z Evaluation of model performance on predicting Urinary Tract Infections (UTI) using the eICU clinical database, assessed using metrics like AUROC and AUPRC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Urinary tract infection (UTI) prediction | | Dataset (including any stated split) | eICU | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUROC](): Higher is better; unit: SCALAR. - [AUPRC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | ExcelF | 0.945 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | CatB | 0.942 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | Trompt | 0.94 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | TabM | 0.938 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | MNCA | 0.931 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | kNNPFN | 0.926 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | XGB | 0.92 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | TabPFN | 0.918 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | LR | 0.913 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | TabDPT | 0.912 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | LightG | 0.908 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | kNNPFN | 0.901 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | MLP | 0.898 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | ResNet | 0.898 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | KNN | 0.892 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | TabT | 0.891 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | TabDPT | 0.884 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | KNN | 0.732 | Not recorded | 69cf49ae0636e5bf4afcdac1 | | TabNet | 0.599 | Not recorded | 69cf49ae0636e5bf4afcdac1 | ### ExcelF AUROC: 0.945. Result ID: 69cf7c9e47f34ce924b96844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. ### CatB AUROC: 0.942. Result ID: 69cf7c9e47f34ce924b9683e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Classical and Ensemble Models"}. This record does not assert independent reproduction. ### Trompt AUROC: 0.94. Result ID: 69cf7c9e47f34ce924b96847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. ### TabM AUROC: 0.938. Result ID: 69cf7c9e47f34ce924b96843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. ### MNCA AUROC: 0.931. Result ID: 69cf7c9e47f34ce924b96848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. ### kNNPFN AUROC: 0.926. Result ID: 69cf7c9e47f34ce924b9684d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Ours","AWARE":"true"}. This record does not assert independent reproduction. ### XGB AUROC: 0.92. Result ID: 69cf7c9e47f34ce924b96840. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Classical and Ensemble Models"}. This record does not assert independent reproduction. ### TabPFN AUROC: 0.918. Result ID: 69cf7c9e47f34ce924b96849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Tabular In-Context Learning Models"}. This record does not assert independent reproduction. ### LR AUROC: 0.913. Result ID: 69cf7c9e47f34ce924b9683c. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Classical and Ensemble Models"}. This record does not assert independent reproduction. ### TabDPT AUROC: 0.912. Result ID: 69cf7c9e47f34ce924b9684e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Ours","AWARE":"true"}. This record does not assert independent reproduction. ### LightG AUROC: 0.908. Result ID: 69cf7c9e47f34ce924b9683f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Classical and Ensemble Models"}. This record does not assert independent reproduction. ### kNNPFN AUROC: 0.901. Result ID: 69cf7c9e47f34ce924b9684a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Tabular In-Context Learning Models"}. This record does not assert independent reproduction. ### MLP AUROC: 0.898. Result ID: 69cf7c9e47f34ce924b96841. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Classical and Ensemble Models"}. This record does not assert independent reproduction. ### ResNet AUROC: 0.898. Result ID: 69cf7c9e47f34ce924b96842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. ### KNN AUROC: 0.892. Result ID: 69cf7c9e47f34ce924b9684c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Ours","AWARE":"true"}. This record does not assert independent reproduction. ### TabT AUROC: 0.891. Result ID: 69cf7c9e47f34ce924b96846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. ### TabDPT AUROC: 0.884. Result ID: 69cf7c9e47f34ce924b9684b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Tabular In-Context Learning Models"}. This record does not assert independent reproduction. ### KNN AUROC: 0.732. Result ID: 69cf7c9e47f34ce924b9683d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Classical and Ensemble Models"}. This record does not assert independent reproduction. ### TabNet AUROC: 0.599. Result ID: 69cf7c9e47f34ce924b96845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deep Tabular Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.