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ResearchFormerly WizWand

Longitudinal Wearable Sensor Waveforms

Benchmarks

TaskDatasetSOTA resultTrendResults

Health Conditions Classification

Longitudinal Wearable Sensor Waveforms

0.89AUROC

34

Treatment Classification

Longitudinal Wearable Sensor Waveforms

78.4AUROC

25

Lifestyle Classification

Longitudinal Wearable Sensor Waveforms

78.1AUROC

20

Demographics Classification

Longitudinal Wearable Sensor Waveforms

0.992AUROC

16

Condition Diagnosis (Atrial Fibrillation)

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

0.823AUROC

4

Condition Diagnosis (COPD)

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

74.9AUROC

4

Condition Diagnosis (Diabetes)

Longitudinal Wearable Sensor Waveforms WavesFM (Downstream Tasks)

83.6AUROC

4

Condition Diagnosis (Stroke)

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

73.6AUROC

4

Condition Diagnosis (Cancer)

Longitudinal Wearable Sensor Waveforms WavesFM

0.741AUROC

4

Treatment Identification (Diuretics)

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

0.788AUROC

4

Treatment Identification (Nitrates)

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

0.864AUROC

4

Active Smoker Prediction

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

78.4AUROC

4

Lifestyle Factor Prediction (Frequent Sugar)

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

69.7AUROC

4

Obesity Prediction

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

1AUROC

4

Older Age Prediction

Longitudinal Wearable Sensor Waveforms WavesFM (Downstream Tasks)

1AUROC

4

Sex Male Prediction

Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

1AUROC

4