# Readmission on EHRSHOT (test)

Source: [Readmission on EHRSHOT (test)](<https://www.sota2.com/research/sota/readmission-on-ehrshot-test>)

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

Data updated: 2026-06-04T07:10:02.149Z

Evaluation of models predicting patient readmission using the test split of the EHRSHOT dataset, reporting Precision, Recall, and F1 scores.

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 | Readmission |
| Dataset (including any stated split) | EHRSHOT (test) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Precision](<https://www.sota2.com/research/sota/readmission-on-ehrshot-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/readmission-on-ehrshot-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/readmission-on-ehrshot-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| CLMBR + Linear | 67 | Not recorded | 6a21067ec10484bac23f0036 |
| BioMistral-7B | 23.1 | Not recorded | 6a21067ec10484bac23f0036 |
| ChatHealthAI | 20.8 | Not recorded | 6a21067ec10484bac23f0036 |
| Llama-3.1-8B-Instruct | 13.2 | Not recorded | 6a21067ec10484bac23f0036 |
| BioMistral-7B | 12 | Not recorded | 6a21067ec10484bac23f0036 |
| DeepSeek-R1-14B | 12 | Not recorded | 6a21067ec10484bac23f0036 |
| Llama-3.1-8B-Instruct | 11.9 | Not recorded | 6a21067ec10484bac23f0036 |
| DeepSeek-R1-14B | 11.9 | Not recorded | 6a21067ec10484bac23f0036 |

### CLMBR + Linear

Precision: 67. Result ID: 6a2124c7fbc373592c1c2e3c.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717c1e209131cea5191b.md>)

Recorded evaluation configuration: {"Threshold":"0.5"}. This record does not assert independent reproduction.

### BioMistral-7B

Precision: 23.1. Result ID: 6a2124c7fbc373592c1c2e40.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"finetuned"}. This record does not assert independent reproduction.

### ChatHealthAI

Precision: 20.8. Result ID: 6a2124c7fbc373592c1c2e43.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"finetuned"}. This record does not assert independent reproduction.

### Llama-3.1-8B-Instruct

Precision: 13.2. Result ID: 6a2124c7fbc373592c1c2e3e.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"finetuned"}. This record does not assert independent reproduction.

### BioMistral-7B

Precision: 12. Result ID: 6a2124c7fbc373592c1c2e3f.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction.

### DeepSeek-R1-14B

Precision: 12. Result ID: 6a2124c7fbc373592c1c2e41.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction.

### Llama-3.1-8B-Instruct

Precision: 11.9. Result ID: 6a2124c7fbc373592c1c2e3d.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"zero-shot"}. This record does not assert independent reproduction.

### DeepSeek-R1-14B

Precision: 11.9. Result ID: 6a2124c7fbc373592c1c2e42.

[Reporting paper](<https://www.sota2.com/research/paper/6a21067ec10484bac23f0036.md>)

Recorded evaluation configuration: {"Setting":"finetuned"}. This record does not assert independent reproduction.

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