# Classification on Rare Anemia Disorders (SCD, Thal, Xero, HS, Control) (3-fold cross-validation)

Source: [Classification on Rare Anemia Disorders (SCD, Thal, Xero, HS, Control) (3-fold cross-validation)](<https://www.sota2.com/research/sota/classification-on-rare-anemia-disorders-scd-thal-xero-hs-control-3-fold-cross-validation>)

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

Data updated: 2026-02-26T05:28:23.397Z

Evaluation of general classification performance on the Rare Anemia Disorders dataset (including SCD, Thal, Xero, HS, Control subtypes) using 3-fold cross-validation, reporting Accuracy, F1-score, and AU ROC.

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 | Classification |
| Dataset (including any stated split) | Rare Anemia Disorders (SCD, Thal, Xero, HS, Control) (3-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/classification-on-rare-anemia-disorders-scd-thal-xero-hs-control-3-fold-cross-validation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/classification-on-rare-anemia-disorders-scd-thal-xero-hs-control-3-fold-cross-validation.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AU ROC](<https://www.sota2.com/research/sota/classification-on-rare-anemia-disorders-scd-thal-xero-hs-control-3-fold-cross-validation.md?metric=AU%20ROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Anomaly + Att + SIC | 78.7 | Not recorded | 68fa6cf91e209131cea36fbb |
| Att + SIC | 77 | Not recorded | 68fa6cf91e209131cea36fbb |
| Anomaly + Att | 76 | Not recorded | 68fa6cf91e209131cea36fbb |
| Att | 75.2 | Not recorded | 68fa6cf91e209131cea36fbb |
| Anomaly | 63 | Not recorded | 68fa6cf91e209131cea36fbb |

### Anomaly + Att + SIC

Accuracy: 78.7. Result ID: 698f6f633a6c314849f88c27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Implementation](<https://github.com/marrlab/Anomaly-aware-MIL>)

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

### Att + SIC

Accuracy: 77. Result ID: 698f6f633a6c314849f88c24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d69.md>)

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

### Anomaly + Att

Accuracy: 76. Result ID: 698f6f633a6c314849f88c26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Implementation](<https://github.com/marrlab/Anomaly-aware-MIL>)

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

### Att

Accuracy: 75.2. Result ID: 698f6f633a6c314849f88c23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052eb.md>)

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

### Anomaly

Accuracy: 63. Result ID: 698f6f633a6c314849f88c25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea36fbb.md>)

[Implementation](<https://github.com/marrlab/Anomaly-aware-MIL>)

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

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