# Cough-based Tuberculosis Screening on CODA (test)

Source: [Cough-based Tuberculosis Screening on CODA (test)](<https://www.sota2.com/research/sota/cough-based-tuberculosis-screening-on-coda-test>)

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

Data updated: 2026-06-17T06:51:14.321Z

Evaluation of model performance for Tuberculosis screening using cough audio samples from the CODA test set, reporting Accuracy, F1-score, and 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 | Cough-based Tuberculosis Screening |
| Dataset (including any stated split) | CODA (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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/cough-based-tuberculosis-screening-on-coda-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/cough-based-tuberculosis-screening-on-coda-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/cough-based-tuberculosis-screening-on-coda-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| COBALT | 88.93 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 88.26 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 88.02 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 87.65 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 87.56 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 86.92 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 86.57 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 86.47 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 86.29 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 86.05 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 85.97 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 85.93 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 85.79 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 85.67 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 85.14 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 85.09 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 84.78 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 84.38 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 84.19 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 84.19 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 83.54 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 83.52 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 83.51 | Not recorded | 6a322a31d33dfb23e783ebea |
| COBALT | 82.92 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 82.43 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 82.34 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 82.26 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 81.76 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 81.67 | Not recorded | 6a322a31d33dfb23e783ebea |
| Mobius addition | 79.98 | Not recorded | 6a322a31d33dfb23e783ebea |

### COBALT

Accuracy: 88.93. Result ID: 6a3242cbfbc373592c2f25fb.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"MF + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 88.26. Result ID: 6a3242cbfbc373592c2f25f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 88.02. Result ID: 6a3242cbfbc373592c2f25f8.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"XCR + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 87.65. Result ID: 6a3242cbfbc373592c2f25f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 87.56. Result ID: 6a3242cbfbc373592c2f25fa.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"LF + PST"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 86.92. Result ID: 6a3242cafbc373592c2f25e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 86.57. Result ID: 6a3242cbfbc373592c2f25ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + WAL"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 86.47. Result ID: 6a3242cbfbc373592c2f25f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 86.29. Result ID: 6a3242cafbc373592c2f25e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"XCR + PST"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 86.05. Result ID: 6a3242cbfbc373592c2f25ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"MF + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 85.97. Result ID: 6a3242cbfbc373592c2f25f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + LF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 85.93. Result ID: 6a3242cbfbc373592c2f25eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"LF + PST"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 85.79. Result ID: 6a3242cafbc373592c2f25e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + PST"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 85.67. Result ID: 6a3242cbfbc373592c2f25f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"XCR + LF"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 85.14. Result ID: 6a3242cbfbc373592c2f25ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + XCR"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 85.09. Result ID: 6a3242cbfbc373592c2f25f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + XCR"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 84.78. Result ID: 6a3242cbfbc373592c2f25f7.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"XCR + MF"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 84.38. Result ID: 6a3242cbfbc373592c2f25f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 84.19. Result ID: 6a3242cafbc373592c2f25de.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + WAL"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 84.19. Result ID: 6a3242cbfbc373592c2f25f9.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"LF + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 83.54. Result ID: 6a3242cafbc373592c2f25e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + LF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 83.52. Result ID: 6a3242cafbc373592c2f25e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 83.51. Result ID: 6a3242cafbc373592c2f25e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"XCR + LF"}. This record does not assert independent reproduction.

### COBALT

Accuracy: 82.92. Result ID: 6a3242cbfbc373592c2f25ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + LF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 82.43. Result ID: 6a3242cafbc373592c2f25e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"XCR + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 82.34. Result ID: 6a3242cafbc373592c2f25df.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + XCR"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 82.26. Result ID: 6a3242cafbc373592c2f25e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + XCR"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 81.76. Result ID: 6a3242cbfbc373592c2f25ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"LF + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 81.67. Result ID: 6a3242cafbc373592c2f25e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WAL + MF"}. This record does not assert independent reproduction.

### Mobius addition

Accuracy: 79.98. Result ID: 6a3242cafbc373592c2f25e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a31d33dfb23e783ebea.md>)

Recorded evaluation configuration: {"Feature Pairs":"WHS + LF"}. This record does not assert independent reproduction.

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