Health Conditions Classification on Longitudinal Wearable Sensor Waveforms
0.89AUROCWavesFM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WavesFMSub-task=pacemaker, Positive Samples=42026.05 | 0.89 | 0.737 | |
| WavesFMSub-task=heart failure, Positive Samples=172026.05 | 0.868 | 0.678 | |
| WavesFMSub-task=heart attack, Positive Samples=242026.05 | 0.854 | 0.677 | |
| WavesFMSub-task=coronary artery disease, Positive Samples=322026.05 | 0.85 | 0.687 | |
| WavesFMSub-task=joint replace., Positive Samples=322026.05 | 0.847 | 0.636 | |
| WavesFMSub-task=urinary incontinence, Positive Samples=202026.05 | 0.809 | 0.648 | |
| WavesFMSub-task=diabetes, Positive Samples=1252026.05 | 0.791 | 0.62 | |
| WavesFMSub-task=arthritis, Positive Samples=1672026.05 | 0.781 | 0.592 | |
| WavesFMSub-task=osteoporosis, Positive Samples=242026.05 | 0.779 | 0.656 | |
| WavesFMSub-task=atrial fibrillation, Positive Samples=422026.05 | 0.757 | 0.622 | |
| WavesFMSub-task=anxiety, Positive Samples=4202026.05 | 0.741 | 0.586 | |
| WavesFMSub-task=neuropathy, Positive Samples=522026.05 | 0.741 | 0.597 | |
| WavesFMSub-task=stroke, Positive Samples=112026.05 | 0.74 | 0.533 | |
| WavesFMSub-task=hearing loss, Positive Samples=802026.05 | 0.732 | 0.606 | |
| WavesFMSub-task=depression, Positive Samples=4222026.05 | 0.724 | 0.59 | |
| WavesFMSub-task=hypertension, Positive Samples=7432026.05 | 0.719 | 0.578 | |
| WavesFMSub-task=Mean (Health Condition)2026.05 | 0.717 | 0.586 | |
| WavesFMSub-task=cancer, Positive Samples=652026.05 | 0.699 | 0.562 | |
| WavesFMSub-task=thyroid disease, Positive Samples=962026.05 | 0.686 | 0.548 | |
| WavesFMSub-task=back disorder, Positive Samples=1452026.05 | 0.681 | 0.563 | |
| WavesFMSub-task=none, Positive Samples=3482026.05 | 0.678 | 0.547 | |
| WavesFMSub-task=kidney disease, Positive Samples=602026.05 | 0.673 | 0.544 | |
| WavesFMSub-task=neck disorder, Positive Samples=652026.05 | 0.664 | 0.574 | |
| WavesFMSub-task=COPD, Positive Samples=312026.05 | 0.662 | 0.543 | |
| WavesFMSub-task=vision loss, Positive Samples=402026.05 | 0.649 | 0.54 | |
| PulsePPGSub-task=Mean (Health Condition)2026.05 | 0.648 | 0.552 | |
| AnyPPGSub-task=Mean (Health Condition)2026.05 | 0.646 | 0.562 | |
| PaPaGeiSub-task=Mean (Health Condition)2026.05 | 0.637 | 0.55 | |
| WavesFMSub-task=other rhythm, Positive Samples=882026.05 | 0.635 | 0.537 | |
| WavesFMSub-task=allergy, Positive Samples=1822026.05 | 0.626 | 0.518 | |
| WavesFMSub-task=high cholesterol, Positive Samples=5932026.05 | 0.601 | 0.513 | |
| WavesFMSub-task=high triglycerides, Positive Samples=2602026.05 | 0.571 | 0.518 | |
| WavesFMSub-task=asthma, Positive Samples=2232026.05 | 0.552 | 0.511 | |
| WavesFMSub-task=valve disease, Positive Samples=122026.05 | 0.514 | 0.526 |