# 30-day mortality prediction (30M) on MIMIC-III Source: [30-day mortality prediction (30M) on MIMIC-III]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:01:19.572Z Evaluation of models predicting 30-day mortality using the MIMIC-III 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-III | | Metric | Mutual Information (MI) (x10^3) | | 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) (x10^3)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mutual Information (MI) (x10^3) | Result date | Report paper | | --- | --- | --- | --- | | MLCI | 77.77 | Not recorded | 6a322a39d33dfb23e783ec5b | | Set Transformer | 69.23 | Not recorded | 6a322a39d33dfb23e783ec5b | | DeepSets | 68.08 | Not recorded | 6a322a39d33dfb23e783ec5b | | kNN | 68.07 | Not recorded | 6a322a39d33dfb23e783ec5b | | Gradient Boosted Trees | 66.81 | Not recorded | 6a322a39d33dfb23e783ec5b | | Pure MIL Attention Pooling | 64.64 | Not recorded | 6a322a39d33dfb23e783ec5b | | Star-GAT | 63.74 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep MLP Bag-of-Codes | 61.39 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep and Cross Network | 59.57 | Not recorded | 6a322a39d33dfb23e783ec5b | | Factorization Machine | 57.98 | Not recorded | 6a322a39d33dfb23e783ec5b | | Complement Naive Bayes | 55.43 | Not recorded | 6a322a39d33dfb23e783ec5b | | Multinomial Naive Bayes | 54.45 | Not recorded | 6a322a39d33dfb23e783ec5b | | FusedLogits LR | 53.66 | Not recorded | 6a322a39d33dfb23e783ec5b | | CCI+ECI | 36.11 | Not recorded | 6a322a39d33dfb23e783ec5b | | Elixhauser | 30.97 | Not recorded | 6a322a39d33dfb23e783ec5b | | Charlson | 26.32 | Not recorded | 6a322a39d33dfb23e783ec5b | ### MLCI Mutual Information (MI) (x10^3): 77.77. Result ID: 6a324584fbc373592c2f3c45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Set Transformer Mutual Information (MI) (x10^3): 69.23. Result ID: 6a324584fbc373592c2f3c43. [Reporting paper]() Recorded evaluation configuration: {"Mode":"single-logit"}. This record does not assert independent reproduction. ### DeepSets Mutual Information (MI) (x10^3): 68.08. Result ID: 6a324584fbc373592c2f3c44. [Reporting paper]() Recorded evaluation configuration: {"Pooling":"mean ⊕ max pool"}. This record does not assert independent reproduction. ### kNN Mutual Information (MI) (x10^3): 68.07. Result ID: 6a324584fbc373592c2f3c39. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gradient Boosted Trees Mutual Information (MI) (x10^3): 66.81. Result ID: 6a324584fbc373592c2f3c3e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation":"Score/Logit"}. This record does not assert independent reproduction. ### Pure MIL Attention Pooling Mutual Information (MI) (x10^3): 64.64. Result ID: 6a324584fbc373592c2f3c42. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Star-GAT Mutual Information (MI) (x10^3): 63.74. Result ID: 6a324584fbc373592c2f3c41. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep MLP Bag-of-Codes Mutual Information (MI) (x10^3): 61.39. Result ID: 6a324584fbc373592c2f3c40. [Reporting paper]() Recorded evaluation configuration: {"Implementation":"EmbeddingBag"}. This record does not assert independent reproduction. ### Deep and Cross Network Mutual Information (MI) (x10^3): 59.57. Result ID: 6a324584fbc373592c2f3c3f. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"DCN"}. This record does not assert independent reproduction. ### Factorization Machine Mutual Information (MI) (x10^3): 57.98. Result ID: 6a324584fbc373592c2f3c3d. [Reporting paper]() Recorded evaluation configuration: {"Metric":"FM score"}. This record does not assert independent reproduction. ### Complement Naive Bayes Mutual Information (MI) (x10^3): 55.43. Result ID: 6a324584fbc373592c2f3c3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Multinomial Naive Bayes Mutual Information (MI) (x10^3): 54.45. Result ID: 6a324584fbc373592c2f3c3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FusedLogits LR Mutual Information (MI) (x10^3): 53.66. Result ID: 6a324584fbc373592c2f3c3c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCI+ECI Mutual Information (MI) (x10^3): 36.11. Result ID: 6a324584fbc373592c2f3c38. [Reporting paper]() Recorded evaluation configuration: {"Mode":"scalar"}. This record does not assert independent reproduction. ### Elixhauser Mutual Information (MI) (x10^3): 30.97. Result ID: 6a324584fbc373592c2f3c37. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"ECI"}. This record does not assert independent reproduction. ### Charlson Mutual Information (MI) (x10^3): 26.32. Result ID: 6a324584fbc373592c2f3c36. [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.