1/15/2024 0 Comments Deepsleep promo code![]() ![]() Currently, sleep arousals are labeled through visual inspection of polysomnographic recordings according to the American Academy of Sleep Medicine (AASM) scoring manual 10. These arousals result from different types of potential stimuli, for example obstructive sleep apneas or hypopneas, snoring, or external noises. However, excessive arousals can lead to fragmented sleep or daytime sleepiness 2. Spontaneous sleep arousals, defined as brief intrusions of wakefulness into sleep 9, are a common characteristic of brain activity during sleep. It is estimated that around one-third of the general population in the United States are affected by insufficient sleep 8. Inadequate sleep is often associated with negative outcomes, including obesity 2, irritability 2, 3, cardiovascular dysfunction 4, hypotension 5, impaired memory 6 and depression 7. Sleep is important for our health and quality of life 1. This computational tool would greatly empower the scoring process in clinical settings and accelerate studies on the impact of arousals. Our algorithm enables fast and accurate delineation of sleep arousal events at the speed of 10 seconds per sleep recording. We created an augmentation strategy by randomly swapping similar physiological channels, which notably improved the prediction accuracy. Leveraging a specific architecture that ‘translates’ input polysomnographic signals to sleep arousal labels, this algorithm ranked first in the “You Snooze, You Win” PhysioNet Challenge. Here we present a deep learning approach for automatically segmenting sleep arousal regions based on polysomnographic recordings. ![]() Currently, sleep arousals are mainly annotated by human experts through looking at 30-second epochs (recorded pages) manually, which requires considerable time and effort. Excessive sleep arousals are associated with symptoms such as sympathetic activation, non-restorative sleep, and daytime sleepiness. Note that defects do not include damage incurred from misuse or damage caused by the owner.Sleep arousals are transient periods of wakefulness punctuated into sleep. There is no cost for the replacement mattress either. If, at any time during the life of the mattress, you discover a defect in the materials or workmanship of the mattress, you can request a full replacement. Lifetime WarrantyĮach and every mattress sold by WinkBeds comes with a lifetime full-replacement limited warranty. This offer is valid to current and former military members, their spouses and dependents, and first responders, including police officers, firefighters, and healthcare workers. Once verified, you will receive a single-use discount code that will save you an extra $50 off your purchase. Members of the military, as well as first responders, can get a WinkBeds discount by verifying their service status. Note that shipping times may vary as each mattress is made once it is ordered. Your order will arrive as quickly as three business days. Simply add the items to your cart, and standard shipping will be free. This includes all mattresses of every size, as well as bed frames and bedding. Get free shipping on every order placed at WinkBeds. ![]() There is no time limit either, so even if it’s been 15 years from your original purchase date, you can update that mattress with a new one for 50% off the current retail price of the same size mattress. There is a limit of one exchange under this policy per household. Replacement GuaranteeĪfter your 120-night trial, if you want a different firmness level of your WinkBeds mattress or are otherwise unsatisfied with the mattress, you can replace it with a brand new one for 50% off the current listed price. Return shipping is free, and you will get a full refund of your purchase price once the return is completed. You can even hold onto the mattress until your new bed arrives. Take as many as 120 nights to test out your new WinkBeds mattress to ensure it’s the right choice. You might even receive a few surprise coupon codes, so sign up today to save. These emails will be sent right to your inbox on a regular basis and will detail any new product releases as well as updates to existing products. ![]() Sign up for the WinkBeds email newsletter and get first access to the latest deals, sales, and offers as they are shared. ![]()
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