# Clinical Outcome Prediction on MIMIC-III Source: [Clinical Outcome Prediction on MIMIC-III]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:01:19.323Z Evaluation of models predicting specific clinical outcomes (e.g., Mortality, Length of Stay) using Concordance Index (dCorr) based metrics on the MIMIC-III database. 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-III | | Metric | Mortality (dCorr) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. ## Recorded results | Method | Mortality (dCorr) | Result date | Report paper | | --- | --- | --- | --- | | MLCI | 39.06 | Not recorded | 6a322a39d33dfb23e783ec5b | | Gradient Boosted Trees | 32.28 | Not recorded | 6a322a39d33dfb23e783ec5b | | Factorization Machine | 31.96 | Not recorded | 6a322a39d33dfb23e783ec5b | | FusedLogits LR | 31.19 | Not recorded | 6a322a39d33dfb23e783ec5b | | Pure MIL Attention Pooling | 31.11 | Not recorded | 6a322a39d33dfb23e783ec5b | | Set Transformer | 30.29 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep MLP Bag-of-Codes | 30.17 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep and Cross Network (DCN) | 30.06 | Not recorded | 6a322a39d33dfb23e783ec5b | | Star-GAT | 29.44 | Not recorded | 6a322a39d33dfb23e783ec5b | | DeepSets | 29.29 | Not recorded | 6a322a39d33dfb23e783ec5b | | Multinomial Naive Bayes | 24.89 | Not recorded | 6a322a39d33dfb23e783ec5b | | Complement Naive Bayes | 24.69 | Not recorded | 6a322a39d33dfb23e783ec5b | | kNN | 22.56 | Not recorded | 6a322a39d33dfb23e783ec5b | | Elixhauser (ECI) | 21.38 | Not recorded | 6a322a39d33dfb23e783ec5b | | CCI+ECI | 19.79 | Not recorded | 6a322a39d33dfb23e783ec5b | | Charlson (CCI) | 15.54 | Not recorded | 6a322a39d33dfb23e783ec5b | ### MLCI Mortality (dCorr): 39.06. Result ID: 6a324584fbc373592c2f3be5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gradient Boosted Trees Mortality (dCorr): 32.28. Result ID: 6a324584fbc373592c2f3bde. [Reporting paper]() Recorded evaluation configuration: {"Input":"Score/Logit"}. This record does not assert independent reproduction. ### Factorization Machine Mortality (dCorr): 31.96. Result ID: 6a324584fbc373592c2f3bdd. [Reporting paper]() Recorded evaluation configuration: {"Score type":"FM score"}. This record does not assert independent reproduction. ### FusedLogits LR Mortality (dCorr): 31.19. Result ID: 6a324584fbc373592c2f3bdc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pure MIL Attention Pooling Mortality (dCorr): 31.11. Result ID: 6a324584fbc373592c2f3be2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Set Transformer Mortality (dCorr): 30.29. Result ID: 6a324584fbc373592c2f3be3. [Reporting paper]() Recorded evaluation configuration: {"Mode":"single-logit"}. This record does not assert independent reproduction. ### Deep MLP Bag-of-Codes Mortality (dCorr): 30.17. Result ID: 6a324584fbc373592c2f3be0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"EmbeddingBag"}. This record does not assert independent reproduction. ### Deep and Cross Network (DCN) Mortality (dCorr): 30.06. Result ID: 6a324584fbc373592c2f3bdf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Star-GAT Mortality (dCorr): 29.44. Result ID: 6a324584fbc373592c2f3be1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSets Mortality (dCorr): 29.29. Result ID: 6a324584fbc373592c2f3be4. [Reporting paper]() Recorded evaluation configuration: {"Pooling":"mean ⊕ max pool"}. This record does not assert independent reproduction. ### Multinomial Naive Bayes Mortality (dCorr): 24.89. Result ID: 6a324584fbc373592c2f3bda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Complement Naive Bayes Mortality (dCorr): 24.69. Result ID: 6a324584fbc373592c2f3bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### kNN Mortality (dCorr): 22.56. Result ID: 6a324584fbc373592c2f3bd9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Elixhauser (ECI) Mortality (dCorr): 21.38. Result ID: 6a324584fbc373592c2f3bd7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCI+ECI Mortality (dCorr): 19.79. Result ID: 6a324584fbc373592c2f3bd8. [Reporting paper]() Recorded evaluation configuration: {"Format":"scalar"}. This record does not assert independent reproduction. ### Charlson (CCI) Mortality (dCorr): 15.54. Result ID: 6a324584fbc373592c2f3bd6. [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.