1 paper4 findings
Mortality
upin humans1HR 1.82
NN-output predicts mortality in humans (HR 1.82 (1.60-2.06)).
Humansadjusted for risk factors and sleep characteristicsper one-standard deviation increase10-yearn = 9,810
Sleep study heart records link to ten-year cardiovascular risk
Sleep9 Oct 2026
Stroke
upin humans1HR 1.19
NN-output predicts stroke in humans (HR 1.19 (1.09-1.31)).
Humansadjusted for risk factors and sleep characteristicsper one-standard deviation increase10-yearn = 9,810
Sleep study heart records link to ten-year cardiovascular risk
Sleep9 Oct 2026
Heart failure
upin humans1HR 1.69
NN-output predicts heart failure in humans (HR 1.69 (1.55-1.85)).
Humansadjusted for risk factors and sleep characteristicsper one-standard deviation increase10-yearn = 9,810
Sleep study heart records link to ten-year cardiovascular risk
Sleep9 Oct 2026
Atrial fibrillation
upin humans1HR 2.03
NN-output predicts atrial fibrillation in humans (HR 2.03 (1.82-2.27)).
Humansadjusted for risk factors and sleep characteristicsper one-standard deviation increase10-yearn = 9,810
Sleep study heart records link to ten-year cardiovascular risk
Sleep9 Oct 2026
Across two validation cohorts of over 22,000 patients, an AI score from overnight heart traces yielded hazard ratios of 2.03 and 2.72 for atrial fibrillation.Across two validation cohorts of over 22,000 patients, an AI score from overnight heart traces yielded hazard ratios of 2.03 and 2.72 for atrial fibrillation.