# In-hospital mortality prediction on MIMIC-IV (using MI) Source: [In-hospital mortality prediction on MIMIC-IV (using MI)]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:01:19.365Z Evaluation of models predicting in-hospital mortality using the MIMIC-IV clinical database, specifically 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 | In-hospital mortality prediction (MORT) | | Dataset (including any stated split) | MIMIC-IV | | Metric | 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 - [MI (x10^3)](): Higher is better; unit: SCALAR. ## Recorded results | Method | MI (x10^3) | Result date | Report paper | | --- | --- | --- | --- | | MLCI | 74.22 | Not recorded | 6a322a39d33dfb23e783ec5b | | DeepSets | 69.92 | Not recorded | 6a322a39d33dfb23e783ec5b | | Set Transformer | 68.35 | Not recorded | 6a322a39d33dfb23e783ec5b | | Pure MIL Attention Pooling | 67.89 | Not recorded | 6a322a39d33dfb23e783ec5b | | Star-GAT | 67.38 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep MLP Bag-of-Codes | 65.88 | Not recorded | 6a322a39d33dfb23e783ec5b | | Deep and Cross Network | 65.33 | Not recorded | 6a322a39d33dfb23e783ec5b | | Gradient Boosted Trees | 64.3 | Not recorded | 6a322a39d33dfb23e783ec5b | | kNN | 57.7 | Not recorded | 6a322a39d33dfb23e783ec5b | | Complement Naive Bayes | 56.68 | Not recorded | 6a322a39d33dfb23e783ec5b | | Multinomial Naive Bayes | 56.44 | Not recorded | 6a322a39d33dfb23e783ec5b | | Factorization Machine | 54.5 | Not recorded | 6a322a39d33dfb23e783ec5b | | FusedLogits LR | 53.55 | Not recorded | 6a322a39d33dfb23e783ec5b | | Elixhauser | 20.17 | Not recorded | 6a322a39d33dfb23e783ec5b | | CCI+ECI | 19.94 | Not recorded | 6a322a39d33dfb23e783ec5b | | Charlson | 9.64 | Not recorded | 6a322a39d33dfb23e783ec5b | ### MLCI MI (x10^3): 74.22. Result ID: 6a324584fbc373592c2f3bf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSets MI (x10^3): 69.92. Result ID: 6a324584fbc373592c2f3bf4. [Reporting paper]() Recorded evaluation configuration: {"Pooling":"mean ⊕ max pool"}. This record does not assert independent reproduction. ### Set Transformer MI (x10^3): 68.35. Result ID: 6a324584fbc373592c2f3bf3. [Reporting paper]() Recorded evaluation configuration: {"Mode":"single-logit"}. This record does not assert independent reproduction. ### Pure MIL Attention Pooling MI (x10^3): 67.89. Result ID: 6a324584fbc373592c2f3bf2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Star-GAT MI (x10^3): 67.38. Result ID: 6a324584fbc373592c2f3bf1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep MLP Bag-of-Codes MI (x10^3): 65.88. Result ID: 6a324584fbc373592c2f3bf0. [Reporting paper]() Recorded evaluation configuration: {"Implementation":"EmbeddingBag"}. This record does not assert independent reproduction. ### Deep and Cross Network MI (x10^3): 65.33. Result ID: 6a324584fbc373592c2f3bef. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"DCN"}. This record does not assert independent reproduction. ### Gradient Boosted Trees MI (x10^3): 64.3. Result ID: 6a324584fbc373592c2f3bee. [Reporting paper]() Recorded evaluation configuration: {"Evaluation":"Score/Logit"}. This record does not assert independent reproduction. ### kNN MI (x10^3): 57.7. Result ID: 6a324584fbc373592c2f3be9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Complement Naive Bayes MI (x10^3): 56.68. Result ID: 6a324584fbc373592c2f3beb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Multinomial Naive Bayes MI (x10^3): 56.44. Result ID: 6a324584fbc373592c2f3bea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Factorization Machine MI (x10^3): 54.5. Result ID: 6a324584fbc373592c2f3bed. [Reporting paper]() Recorded evaluation configuration: {"Metric":"FM score"}. This record does not assert independent reproduction. ### FusedLogits LR MI (x10^3): 53.55. Result ID: 6a324584fbc373592c2f3bec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Elixhauser MI (x10^3): 20.17. Result ID: 6a324584fbc373592c2f3be7. [Reporting paper]() Recorded evaluation configuration: {"Acronym":"ECI"}. This record does not assert independent reproduction. ### CCI+ECI MI (x10^3): 19.94. Result ID: 6a324584fbc373592c2f3be8. [Reporting paper]() Recorded evaluation configuration: {"Mode":"scalar"}. This record does not assert independent reproduction. ### Charlson MI (x10^3): 9.64. Result ID: 6a324584fbc373592c2f3be6. [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.