# Diabetes Diagnosis Prediction on Wearable Health Data 5-fold CV

Source: [Diabetes Diagnosis Prediction on Wearable Health Data 5-fold CV](<https://www.sota2.com/research/sota/diabetes-diagnosis-prediction-on-wearable-health-data-5-fold-cv>)

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

Data updated: 2026-05-22T09:47:52.707Z

Evaluation of Diabetes Diagnosis Prediction performance using ROC AUC on the Wearable Health Data dataset under a 5-fold cross-validation setup.

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 | Diabetes Diagnosis Prediction |
| Dataset (including any stated split) | Wearable Health Data 5-fold CV |
| Metric | ROC AUC |
| 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

- [ROC AUC](<https://www.sota2.com/research/sota/diabetes-diagnosis-prediction-on-wearable-health-data-5-fold-cv.md?metric=ROC%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROC AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SensorFM | 76.3 | Not recorded | 6a0fe345f984739ed673a067 |
| SensorFM | 75.6 | Not recorded | 6a0fe345f984739ed673a067 |
| SensorFM | 73.4 | Not recorded | 6a0fe345f984739ed673a067 |
| SensorFM | 72.7 | Not recorded | 6a0fe345f984739ed673a067 |
| Feat. Eng. | 68.8 | Not recorded | 6a0fe345f984739ed673a067 |

### SensorFM

ROC AUC: 76.3. Result ID: 6a102639fbc373592c09978d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

Recorded evaluation configuration: {"Input Features":"Demos. + Feat. Eng. + SensorFM","Dimensionality Reduction":"PCA-50"}. This record does not assert independent reproduction.

### SensorFM

ROC AUC: 75.6. Result ID: 6a102639fbc373592c09978e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

Recorded evaluation configuration: {"Input Features":"Demos. + SensorFM","Dimensionality Reduction":"PCA-50"}. This record does not assert independent reproduction.

### SensorFM

ROC AUC: 73.4. Result ID: 6a102639fbc373592c09978c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

Recorded evaluation configuration: {"Input Features":"SensorFM","Dimensionality Reduction":"PCA-50"}. This record does not assert independent reproduction.

### SensorFM

ROC AUC: 72.7. Result ID: 6a102639fbc373592c09978b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

Recorded evaluation configuration: {"Input Features":"Feat. Eng. + SensorFM","Dimensionality Reduction":"PCA-50"}. This record does not assert independent reproduction.

### Feat. Eng.

ROC AUC: 68.8. Result ID: 6a102639fbc373592c09978a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe345f984739ed673a067.md>)

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

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