# Mortality Prediction on MIMIC-III v1.4 (test)

Source: [Mortality Prediction on MIMIC-III v1.4 (test)](<https://www.sota2.com/research/sota/mortality-prediction-on-mimic-iii-v1-4-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:30:13.829Z

Evaluation of models predicting mortality using the test split of the MIMIC-III clinical database version 1.4, measured using Accuracy.

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 | Mortality Prediction |
| Dataset (including any stated split) | MIMIC-III v1.4 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/mortality-prediction-on-mimic-iii-v1-4-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| I2M2 | 78.1 | Not recorded | 68fa76101e209131cea6b380 |
| Inter-modality modeling | 77.86 | Not recorded | 68fa76101e209131cea6b380 |
| Intra-modality modeling | 77.65 | Not recorded | 68fa76101e209131cea6b380 |
| Uni-modal (Time-series) | 77.04 | Not recorded | 68fa76101e209131cea6b380 |
| Uni-modal (Static) | 76.32 | Not recorded | 68fa76101e209131cea6b380 |

### I2M2

Accuracy: 78.1. Result ID: 699423713a6c3148491b530b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b380.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b380.md>)

[Implementation](<https://github.com/divyam3897/multimodal_learning>)

Recorded evaluation configuration: {"Static modality (S)":true,"Time-series modality (T)":true,"Intra-modality modeling":true,"Inter-modality modeling":true}. This record does not assert independent reproduction.

### Inter-modality modeling

Accuracy: 77.86. Result ID: 699423713a6c3148491b530a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b380.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff617.md>)

Recorded evaluation configuration: {"Static modality (S)":false,"Time-series modality (T)":false,"Intra-modality modeling":false,"Inter-modality modeling":true}. This record does not assert independent reproduction.

### Intra-modality modeling

Accuracy: 77.65. Result ID: 699423713a6c3148491b5309.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b380.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61681e209131ce9f4271.md>)

Recorded evaluation configuration: {"Static modality (S)":true,"Time-series modality (T)":true,"Intra-modality modeling":true,"Inter-modality modeling":false}. This record does not assert independent reproduction.

### Uni-modal (Time-series)

Accuracy: 77.04. Result ID: 699423713a6c3148491b5308.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b380.md>)

Recorded evaluation configuration: {"Static modality (S)":false,"Time-series modality (T)":true,"Intra-modality modeling":true,"Inter-modality modeling":false}. This record does not assert independent reproduction.

### Uni-modal (Static)

Accuracy: 76.32. Result ID: 699423713a6c3148491b5307.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76101e209131cea6b380.md>)

Recorded evaluation configuration: {"Static modality (S)":true,"Time-series modality (T)":false,"Intra-modality modeling":true,"Inter-modality modeling":false}. This record does not assert independent reproduction.

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