# ICD-9 Code Prediction on MIMIC-III v1.4 (test)

Source: [ICD-9 Code Prediction on MIMIC-III v1.4 (test)](<https://www.sota2.com/research/sota/icd-9-code-prediction-on-mimic-iii-v1-4-test>)

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

Data updated: 2026-02-26T05:34:00.726Z

Evaluation of model performance on predicting ICD-9 codes using the test split of the MIMIC-III clinical database version 1.4, focusing on accuracy within specific code chapters.

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 | ICD-9 Code Prediction |
| Dataset (including any stated split) | MIMIC-III v1.4 (test) |
| Metric | Accuracy (140-239) |
| 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 (140-239)](<https://www.sota2.com/research/sota/icd-9-code-prediction-on-mimic-iii-v1-4-test.md?metric=Accuracy%20(140-239)>): Higher is better; unit: PERCENT.

- [Accuracy (460-519)](<https://www.sota2.com/research/sota/icd-9-code-prediction-on-mimic-iii-v1-4-test.md?metric=Accuracy%20(460-519)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (140-239) | Result date | Report paper |
| --- | --- | --- | --- |
| I2M2 | 91.58 | Not recorded | 68fa76101e209131cea6b380 |
| Inter-modality modeling | 91.54 | Not recorded | 68fa76101e209131cea6b380 |
| Uni-modal (Static) | 91.42 | Not recorded | 68fa76101e209131cea6b380 |
| Intra-modality modeling | 91.42 | Not recorded | 68fa76101e209131cea6b380 |
| Uni-modal (Time-series) | 83.36 | Not recorded | 68fa76101e209131cea6b380 |

### I2M2

Accuracy (140-239): 91.58. Result ID: 699423713a6c3148491b5310.

[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 (140-239): 91.54. Result ID: 699423713a6c3148491b530f.

[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.

### Uni-modal (Static)

Accuracy (140-239): 91.42. Result ID: 699423713a6c3148491b530c.

[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.

### Intra-modality modeling

Accuracy (140-239): 91.42. Result ID: 699423713a6c3148491b530e.

[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 (140-239): 83.36. Result ID: 699423713a6c3148491b530d.

[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.

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