# Clinical Outcome Prediction on MIMIC-IV Source: [Clinical Outcome Prediction on MIMIC-IV]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:32:48.197Z Evaluation of model performance on predicting specific clinical outcomes (Mortality, 30-day Mortality, Length of Stay, ICU stay) using correlation-based metrics (dCorr) on the MIMIC-IV dataset. 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 | Clinical Outcome Prediction | | Dataset (including any stated split) | MIMIC-IV | | Metric | Mortality (dCorr) | | 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 - [Mortality (dCorr)](): Higher is better; unit: SCALAR. - [30-Day Mortality (dCorr)](): Higher is better; unit: SCALAR. - [Length of Stay (dCorr)](): Higher is better; unit: SCALAR. - [ICU Stay (dCorr)](): Higher is better; unit: SCALAR. - [Outcome Prediction Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mortality (dCorr) | Result date | Report paper | | --- | --- | --- | --- | | MLCI | 54.8 | Not recorded | 6a322a39d33dfb23e783ec5b | | Factorization Machine | 36.41 | Not recorded | 6a322a39d33dfb23e783ec5b | | FusedLogits LR | 34.99 | Not recorded | 6a322a39d33dfb23e783ec5b | | Gradient Boosted Trees | 34.54 | Not recorded | 6a322a39d33dfb23e783ec5b | | Multinomial Naive Bayes | 32.09 | Not recorded | 6a322a39d33dfb23e783ec5b | | Complement Naive Bayes | 32.08 | Not recorded | 6a322a39d33dfb23e783ec5b | | Pure MIL Attention Pooling | 29.25 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep MLP Bag-of-Codes | 28.88 | Not recorded | 6a322a39d33dfb23e783ec5b | | DeepSets | 28.51 | Not recorded | 6a322a39d33dfb23e783ec5b | | Set Transformer | 28.5 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep and Cross Network (DCN) | 28.44 | Not recorded | 6a322a39d33dfb23e783ec5b | | Star-GAT | 26.97 | Not recorded | 6a322a39d33dfb23e783ec5b | | kNN | 22.4 | Not recorded | 6a322a39d33dfb23e783ec5b | | Elixhauser (ECI) | 19.98 | Not recorded | 6a322a39d33dfb23e783ec5b | | CCI+ECI | 17.46 | Not recorded | 6a322a39d33dfb23e783ec5b | | Charlson (CCI) | 12.59 | Not recorded | 6a322a39d33dfb23e783ec5b | ### MLCI Mortality (dCorr): 54.8. Result ID: 6a324584fbc373592c2f3bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Factorization Machine Mortality (dCorr): 36.41. Result ID: 6a324584fbc373592c2f3bcd. [Reporting paper]() Recorded evaluation configuration: {"Score type":"FM score"}. This record does not assert independent reproduction. ### FusedLogits LR Mortality (dCorr): 34.99. Result ID: 6a324584fbc373592c2f3bcc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gradient Boosted Trees Mortality (dCorr): 34.54. Result ID: 6a324584fbc373592c2f3bce. [Reporting paper]() Recorded evaluation configuration: {"Input":"Score/Logit"}. This record does not assert independent reproduction. ### Multinomial Naive Bayes Mortality (dCorr): 32.09. Result ID: 6a324584fbc373592c2f3bca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Complement Naive Bayes Mortality (dCorr): 32.08. Result ID: 6a324584fbc373592c2f3bcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pure MIL Attention Pooling Mortality (dCorr): 29.25. Result ID: 6a324584fbc373592c2f3bd2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep MLP Bag-of-Codes Mortality (dCorr): 28.88. Result ID: 6a324584fbc373592c2f3bd0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"EmbeddingBag"}. This record does not assert independent reproduction. ### DeepSets Mortality (dCorr): 28.51. Result ID: 6a324584fbc373592c2f3bd4. [Reporting paper]() Recorded evaluation configuration: {"Pooling":"mean ⊕ max pool"}. This record does not assert independent reproduction. ### Set Transformer Mortality (dCorr): 28.5. Result ID: 6a324584fbc373592c2f3bd3. [Reporting paper]() Recorded evaluation configuration: {"Mode":"single-logit"}. This record does not assert independent reproduction. ### Deep and Cross Network (DCN) Mortality (dCorr): 28.44. Result ID: 6a324584fbc373592c2f3bcf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Star-GAT Mortality (dCorr): 26.97. Result ID: 6a324584fbc373592c2f3bd1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### kNN Mortality (dCorr): 22.4. Result ID: 6a324584fbc373592c2f3bc9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Elixhauser (ECI) Mortality (dCorr): 19.98. Result ID: 6a324584fbc373592c2f3bc7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCI+ECI Mortality (dCorr): 17.46. Result ID: 6a324584fbc373592c2f3bc8. [Reporting paper]() Recorded evaluation configuration: {"Format":"scalar"}. This record does not assert independent reproduction. ### Charlson (CCI) Mortality (dCorr): 12.59. Result ID: 6a324584fbc373592c2f3bc6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.