# Diagnosis Classification on PBC WBC

Source: [Diagnosis Classification on PBC WBC](<https://www.sota2.com/research/sota/diagnosis-classification-on-pbc-wbc>)

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

Data updated: 2026-03-24T12:54:43.672Z

Evaluation of diagnosis classification performance on the PBC WBC dataset, typically reporting Accuracy 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 | Diagnosis Classification |
| Dataset (including any stated split) | PBC WBC |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/diagnosis-classification-on-pbc-wbc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DCG-Net | 0.9976 | Not recorded | 69c21a880636e5bf4afc4821 |
| evi-CEM | 0.9957 | Not recorded | 69c21a880636e5bf4afc4821 |
| CEM | 0.9943 | Not recorded | 69c21a880636e5bf4afc4821 |
| Align-CBM | 0.9914 | Not recorded | 69c21a880636e5bf4afc4821 |
| CBM | 0.9893 | Not recorded | 69c21a880636e5bf4afc4821 |
| DCR | 0.9893 | Not recorded | 69c21a880636e5bf4afc4821 |
| CLR | 0.9867 | Not recorded | 69c21a880636e5bf4afc4821 |

### DCG-Net

Accuracy: 0.9976. Result ID: 69c2889f47f34ce924aa99e8.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

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

### evi-CEM

Accuracy: 0.9957. Result ID: 69c2889f47f34ce924aa99e7.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d81e209131cea5e733.md>)

[Implementation](<https://github.com/obiyoag/evi-CEM>)

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

### CEM

Accuracy: 0.9943. Result ID: 69c2889f47f34ce924aa99e3.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f55.md>)

[Implementation](<https://github.com/mateoespinosa/cem/>)

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

### Align-CBM

Accuracy: 0.9914. Result ID: 69c2889f47f34ce924aa99e6.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74041e209131cea5f44b.md>)

[Implementation](<https://github.com/PangWinnie0219/align_concept_cbm>)

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

### CBM

Accuracy: 0.9893. Result ID: 69c2889f47f34ce924aa99e2.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f91e209131cea1f6a0.md>)

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

### DCR

Accuracy: 0.9893. Result ID: 69c2889f47f34ce924aa99e4.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0a5.md>)

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

### CLR

Accuracy: 0.9867. Result ID: 69c2889f47f34ce924aa99e5.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd41.md>)

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

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