# GI tract pathology classification on GI tract (test)

Source: [GI tract pathology classification on GI tract (test)](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test>)

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

Data updated: 2026-03-25T12:56:18.668Z

Evaluation of GI tract pathology classification performance on the test split of the GI tract dataset, reporting standard classification metrics including F1-Score, Precision, Recall, and MCC.

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 | GI tract pathology classification |
| Dataset (including any stated split) | GI tract (test) |
| Metric | True Positives |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [True Positives](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=True%20Positives>): Higher is better; unit: SCALAR.

- [True Negatives](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=True%20Negatives>): Higher is better; unit: SCALAR.

- [False Positives](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=False%20Positives>): Lower is better; unit: SCALAR.

- [False Negatives](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=False%20Negatives>): Lower is better; unit: SCALAR.

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

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

- [Sensitivity](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [F1-Score](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=F1-Score>): Higher is better; unit: PERCENT.

- [MCC](<https://www.sota2.com/research/sota/gi-tract-pathology-classification-on-gi-tract-test.md?metric=MCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | True Positives | Result date | Report paper |
| --- | --- | --- | --- |
| Voting Neural Network (VNN) | 435 | Not recorded | 69c36be70636e5bf4afc632f |

### Voting Neural Network (VNN)

True Positives: 435. Result ID: 69c3da6d47f34ce924ad2844.

[Reporting paper](<https://www.sota2.com/research/paper/69c36be70636e5bf4afc632f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36be70636e5bf4afc632f.md>)

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

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