# Risk classification on AF Prediction Entire follow-up (test)

Source: [Risk classification on AF Prediction Entire follow-up (test)](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test>)

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

Data updated: 2026-06-11T09:56:17.951Z

Evaluation of models performing risk classification using the test split of the AF Prediction Entire follow-up dataset, reporting metrics including Balanced Accuracy, Macro F1, and ROC AUC.

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 | Risk classification |
| Dataset (including any stated split) | AF Prediction Entire follow-up (test) |
| Metric | Balanced Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Balanced Accuracy](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [ROC AUC](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test.md?metric=ROC%20AUC>): Higher is better; unit: PERCENT.

- [PRC AUC](<https://www.sota2.com/research/sota/risk-classification-on-af-prediction-entire-follow-up-test.md?metric=PRC%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Balanced Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Short model | 63 | Not recorded | 6a28f37690966ade919c1998 |
| Full model | 62.3 | Not recorded | 6a28f37690966ade919c1998 |
| Linear model | 50 | Not recorded | 6a28f37690966ade919c1998 |
| HAVOC | 50 | Not recorded | 6a28f37690966ade919c1998 |
| C2HEST | 50 | Not recorded | 6a28f37690966ade919c1998 |
| MHS | 50 | Not recorded | 6a28f37690966ade919c1998 |
| CHARGE-AF | 49.9 | Not recorded | 6a28f37690966ade919c1998 |

### Short model

Balanced Accuracy: 63. Result ID: 6a2a850efbc373592c281f2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: {"Model Type":"Non-linear"}. This record does not assert independent reproduction.

### Full model

Balanced Accuracy: 62.3. Result ID: 6a2a850efbc373592c281f2c.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: {"Model Type":"Non-linear"}. This record does not assert independent reproduction.

### Linear model

Balanced Accuracy: 50. Result ID: 6a2a850efbc373592c281f2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: {"Model Type":"Linear"}. This record does not assert independent reproduction.

### HAVOC

Balanced Accuracy: 50. Result ID: 6a2a850efbc373592c281f2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### C2HEST

Balanced Accuracy: 50. Result ID: 6a2a850efbc373592c281f31.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MHS

Balanced Accuracy: 50. Result ID: 6a2a850efbc373592c281f32.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CHARGE-AF

Balanced Accuracy: 49.9. Result ID: 6a2a850efbc373592c281f30.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37690966ade919c1998.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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