# 30-day Mortality Prediction (30M) on MIMIC-IV Source: [30-day Mortality Prediction (30M) on MIMIC-IV]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:01:19.409Z Evaluation of models predicting 30-day mortality using the MIMIC-IV clinical database, measured using Mutual Information (MI). 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 | 30-day mortality prediction (30M) | | Dataset (including any stated split) | MIMIC-IV | | Metric | Mutual Information (MI) | | 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 - [Mutual Information (MI)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mutual Information (MI) | Result date | Report paper | | --- | --- | --- | --- | | MLCI | 0.07219 | Not recorded | 6a322a39d33dfb23e783ec5b | | DeepSets | 0.06722 | Not recorded | 6a322a39d33dfb23e783ec5b | | Set Transformer | 0.06584 | Not recorded | 6a322a39d33dfb23e783ec5b | | Star-GAT | 0.06532 | Not recorded | 6a322a39d33dfb23e783ec5b | | Pure MIL Attention Pooling | 0.06516 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep MLP Bag-of-Codes | 0.06363 | Not recorded | 6a322a39d33dfb23e783ec5b | | Gradient Boosted Trees | 0.0633 | Not recorded | 6a322a39d33dfb23e783ec5b | | kNN | 0.06271 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep and Cross Network | 0.0617 | Not recorded | 6a322a39d33dfb23e783ec5b | | Multinomial Naive Bayes | 0.05774 | Not recorded | 6a322a39d33dfb23e783ec5b | | Complement Naive Bayes | 0.05699 | Not recorded | 6a322a39d33dfb23e783ec5b | | FusedLogits LR | 0.05433 | Not recorded | 6a322a39d33dfb23e783ec5b | | Factorization Machine | 0.05427 | Not recorded | 6a322a39d33dfb23e783ec5b | | Elixhauser | 0.02873 | Not recorded | 6a322a39d33dfb23e783ec5b | | CCI+ECI | 0.02866 | Not recorded | 6a322a39d33dfb23e783ec5b | | Charlson | 0.01899 | Not recorded | 6a322a39d33dfb23e783ec5b | ### MLCI Mutual Information (MI): 0.07219. Result ID: 6a324584fbc373592c2f3c05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSets Mutual Information (MI): 0.06722. Result ID: 6a324584fbc373592c2f3c04. [Reporting paper]() Recorded evaluation configuration: {"Pooling":"mean ⊕ max pool"}. This record does not assert independent reproduction. ### Set Transformer Mutual Information (MI): 0.06584. Result ID: 6a324584fbc373592c2f3c03. [Reporting paper]() Recorded evaluation configuration: {"Mode":"single-logit"}. This record does not assert independent reproduction. ### Star-GAT Mutual Information (MI): 0.06532. Result ID: 6a324584fbc373592c2f3c01. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pure MIL Attention Pooling Mutual Information (MI): 0.06516. Result ID: 6a324584fbc373592c2f3c02. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep MLP Bag-of-Codes Mutual Information (MI): 0.06363. Result ID: 6a324584fbc373592c2f3c00. [Reporting paper]() Recorded evaluation configuration: {"Implementation":"EmbeddingBag"}. This record does not assert independent reproduction. ### Gradient Boosted Trees Mutual Information (MI): 0.0633. Result ID: 6a324584fbc373592c2f3bfe. [Reporting paper]() Recorded evaluation configuration: {"Evaluation":"Score/Logit"}. This record does not assert independent reproduction. ### kNN Mutual Information (MI): 0.06271. Result ID: 6a324584fbc373592c2f3bf9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep and Cross Network Mutual Information (MI): 0.0617. Result ID: 6a324584fbc373592c2f3bff. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"DCN"}. This record does not assert independent reproduction. ### Multinomial Naive Bayes Mutual Information (MI): 0.05774. Result ID: 6a324584fbc373592c2f3bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Complement Naive Bayes Mutual Information (MI): 0.05699. Result ID: 6a324584fbc373592c2f3bfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FusedLogits LR Mutual Information (MI): 0.05433. Result ID: 6a324584fbc373592c2f3bfc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Factorization Machine Mutual Information (MI): 0.05427. Result ID: 6a324584fbc373592c2f3bfd. [Reporting paper]() Recorded evaluation configuration: {"Metric":"FM score"}. This record does not assert independent reproduction. ### Elixhauser Mutual Information (MI): 0.02873. Result ID: 6a324584fbc373592c2f3bf7. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"ECI"}. This record does not assert independent reproduction. ### CCI+ECI Mutual Information (MI): 0.02866. Result ID: 6a324584fbc373592c2f3bf8. [Reporting paper]() Recorded evaluation configuration: {"Mode":"scalar"}. This record does not assert independent reproduction. ### Charlson Mutual Information (MI): 0.01899. Result ID: 6a324584fbc373592c2f3bf6. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"CCI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.