# Sleep Disturbance PRO Prediction on Wearable Health Data (5-fold CV)

Source: [Sleep Disturbance PRO Prediction on Wearable Health Data (5-fold CV)](<https://www.sota2.com/research/sota/sleep-disturbance-pro-prediction-on-wearable-health-data-5-fold-cv>)

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

Data updated: 2026-05-22T09:47:53.118Z

Evaluation of Sleep Disturbance PRO Prediction performance using Pearson correlation (r) 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 | Sleep Disturbance PRO Prediction |
| Dataset (including any stated split) | Wearable Health Data (5-fold CV) |
| Metric | Pearson Correlation Coefficient (r) |
| Unit | SCALAR |
| 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

- [Pearson Correlation Coefficient (r)](<https://www.sota2.com/research/sota/sleep-disturbance-pro-prediction-on-wearable-health-data-5-fold-cv.md?metric=Pearson%20Correlation%20Coefficient%20(r)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation Coefficient (r) | Result date | Report paper |
| --- | --- | --- | --- |
| SensorFM | 0.393 | Not recorded | 6a0fe345f984739ed673a067 |
| SensorFM | 0.39 | Not recorded | 6a0fe345f984739ed673a067 |
| SensorFM | 0.326 | Not recorded | 6a0fe345f984739ed673a067 |
| SensorFM | 0.283 | Not recorded | 6a0fe345f984739ed673a067 |
| Feat. Eng. | 0.195 | Not recorded | 6a0fe345f984739ed673a067 |

### SensorFM

Pearson Correlation Coefficient (r): 0.393. Result ID: 6a102639fbc373592c0997e3.

[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

Pearson Correlation Coefficient (r): 0.39. Result ID: 6a102639fbc373592c0997e2.

[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

Pearson Correlation Coefficient (r): 0.326. Result ID: 6a102639fbc373592c0997e1.

[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

Pearson Correlation Coefficient (r): 0.283. Result ID: 6a102639fbc373592c0997e0.

[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.

Pearson Correlation Coefficient (r): 0.195. Result ID: 6a102639fbc373592c0997df.

[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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