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Sleep apnea ahi

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Sleep apnea ahi

1 reported result · Leaderboard page · Dataset details

Sleep apnea ahi: MESA Sleep, AHI estimation R² (fraction of variance). Reported rankings; evaluation protocols may differ.
RankMethod & evaluationAHI estimation R² (fraction of variance)↑ Higher is better
1Dense temporal sleep apnea profiling from single

Dense temporal sleep apnea profiling from single-channel PPG with downstream AHI estimation: a large-scale retrospective feasibility study

Evaluation details

PPG-only; 2029 MESA PSG studies; abstract states AHI estimation 'explained 76% of variance'; note: 0.83 when an auxiliary SpO2-derived desaturation feature is added; 95% CI [0.66, 0.82] and PPG-only AHI Pearson r 0.87 (author-confirmed, 2026-10-21)

Weights: not released

Reported as of: 2026-10-05

0.76 [0.66, 0.82]

One reported result is available; this is not a multi-method comparison. Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method’s evaluation details before comparing.

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All reported results for this task (1 benchmarks)

Rankings apply within each dataset and metric. Open evaluation details for differences in protocols.

MESA Sleep: AHI estimation R²

Sleep apnea ahi: MESA Sleep, AHI estimation R² (fraction of variance). Reported rankings; evaluation protocols may differ.
RankMethod & evaluationAHI estimation R² (fraction of variance)↑ Higher is better
1Dense temporal sleep apnea profiling from single

Dense temporal sleep apnea profiling from single-channel PPG with downstream AHI estimation: a large-scale retrospective feasibility study

Evaluation details

PPG-only; 2029 MESA PSG studies; abstract states AHI estimation 'explained 76% of variance'; note: 0.83 when an auxiliary SpO2-derived desaturation feature is added; 95% CI [0.66, 0.82] and PPG-only AHI Pearson r 0.87 (author-confirmed, 2026-10-21)

Weights: not released

Reported as of: 2026-10-05

0.76 [0.66, 0.82]