# Cancer Subtype Classification on BRCA (5-fold cross-validation)

Source: [Cancer Subtype Classification on BRCA (5-fold cross-validation)](<https://www.sota2.com/research/sota/cancer-subtype-classification-on-brca-5-fold-cross-validation>)

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

Data updated: 2026-04-28T10:08:11.164Z

Evaluation of cancer subtype classification models on the BRCA dataset using a 5-fold cross-validation setup, reporting Accuracy, Macro F1, Weighted F1, Macro Recall, Macro AUC, and Macro AUPRC.

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 | Cancer subtype classification |
| Dataset (including any stated split) | BRCA (5-fold cross-validation) |
| 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/cancer-subtype-classification-on-brca-5-fold-cross-validation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Macro F1 Score](<https://www.sota2.com/research/sota/cancer-subtype-classification-on-brca-5-fold-cross-validation.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Weighted F1 Score](<https://www.sota2.com/research/sota/cancer-subtype-classification-on-brca-5-fold-cross-validation.md?metric=Weighted%20F1%20Score>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/cancer-subtype-classification-on-brca-5-fold-cross-validation.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro AUC](<https://www.sota2.com/research/sota/cancer-subtype-classification-on-brca-5-fold-cross-validation.md?metric=Macro%20AUC>): Higher is better; unit: PERCENT.

- [Macro AUPRC](<https://www.sota2.com/research/sota/cancer-subtype-classification-on-brca-5-fold-cross-validation.md?metric=Macro%20AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CMGL | 85.69 | Not recorded | 69f03f7055a3c32af89fa47a |
| HTML | 83.6 | Not recorded | 69f03f7055a3c32af89fa47a |
| MOCapsNet | 82.12 | Not recorded | 69f03f7055a3c32af89fa47a |
| MOGONET | 75.56 | Not recorded | 69f03f7055a3c32af89fa47a |
| MOSGAT | 74.37 | Not recorded | 69f03f7055a3c32af89fa47a |

### CMGL

Accuracy: 85.69. Result ID: 69f086f847f34ce924d7099c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7055a3c32af89fa47a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f7055a3c32af89fa47a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### HTML

Accuracy: 83.6. Result ID: 69f086f847f34ce924d7099d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7055a3c32af89fa47a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### MOCapsNet

Accuracy: 82.12. Result ID: 69f086f847f34ce924d7099e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7055a3c32af89fa47a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### MOGONET

Accuracy: 75.56. Result ID: 69f086f847f34ce924d7099f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7055a3c32af89fa47a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### MOSGAT

Accuracy: 74.37. Result ID: 69f086f847f34ce924d709a0.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7055a3c32af89fa47a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

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