Wearable Health Data
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Signal Imputation | Wearable Health Data | MSE0.122 | 16 | |
| Temporal Extrapolation | Wearable Health Data | MSE0.463 | 12 | |
| Temporal Interpolation | Wearable Health Data | MSE0.353 | 12 | |
| ASCVD Risk Prediction | Wearable Health Data 5-fold CV | Pearson Correlation Coefficient (r)0.784 | 10 | |
| Sleep Impairment PRO Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.46 | 5 | |
| Sleep Disturbance PRO Prediction | Wearable Health Data (5-fold CV) | Pearson Correlation Coefficient (r)0.393 | 5 | |
| Sleep Disorder Treatment Prediction | Wearable Health Data 5-fold CV | ROC AUC65.3 | 5 | |
| PSS Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.476 | 5 | |
| GAD-7 Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.403 | 5 | |
| PHQ-8 Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.459 | 5 | |
| Mental Health Medication Prediction | Wearable Health Data 5-fold CV | ROC AUC82.6 | 5 | |
| Depression/Anxiety Diagnosis Prediction | Wearable Health Data (5-fold CV) | ROC AUC72.1 | 5 | |
| Persistent Stress Prediction | Wearable Health Data 5-fold CV | ROC AUC0.717 | 5 | |
| Mild Anxiety Prediction | Wearable Health Data 5-fold CV | ROC AUC0.699 | 5 | |
| Mild Depression Prediction | Wearable Health Data (5-fold CV) | ROC AUC73 | 5 | |
| Triglycerides Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.287 | 5 | |
| HbA1c Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.293 | 5 | |
| HOMA-IR Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.48 | 5 | |
| Insulin Resistance Prediction | Wearable Health Data 5-fold CV | ROC AUC76.3 | 5 | |
| Pre-Diabetes Prediction | Wearable Health Data 5-fold CV | ROC AUC0.742 | 5 | |
| Hyperlipidemia Prediction | Wearable Health Data 5-fold CV | ROC AUC68.8 | 5 | |
| Diabetes Medication Use Prediction | Wearable Health Data 5-fold CV | ROC AUC70.6 | 5 | |
| Diabetes Diagnosis Prediction | Wearable Health Data 5-fold CV | ROC AUC76.3 | 5 | |
| Framingham Risk Prediction | Wearable Health Data 5-fold CV | Pearson Correlation (r)0.743 | 5 | |
| Respiratory Diagnosis Prediction | Wearable Health Data (5-fold CV) | ROC AUC0.682 | 5 |
Showing 25 of 39 rows