Apple Watch Able to Detect Abnormal Heart Rhythm With 97% Accuracy
The Apple Watch's built-in heart rate monitor is 97 percent accurate when detecting the most common form of an abnormal heart rhythm when paired with an algorithm to sort through the data, according to a new study conducted by the University of California, San Francisco and the team behind the Cardiogram app (via TechCrunch).
There were 6,158 participants in the study, all of whom used the Cardiogram app on the Apple Watch to monitor their heart rate. Most were known to have normal EKG readings, but 200 suffer from paroxysmal atrial fibrillation (an occasional irregular heartbeat).
Data from these participants, along with data taken from normal Cardiogram users, was used to build a neural network that could recognize the abnormal heart rhythms solely from data collected by the Apple Watch. As of today, Cardiogram says its algorithm can almost always successfully determine when a patient is in atrial fibrillation.
In order to validate the model, we obtained gold-standard labels of atrial fibrillation from cardioversions. In a cardioversion, a patient experiencing atrial fibrillation is converted back to normal sinus rhythm, either chemically or with a shock to the heart. 51 patients at UCSF agreed to wear an Apple Watch during their cardioversion.
We obtained heart rate samples before the procedure, when the patient was in atrial fibrillation, and after, when patient's heart was restored to a normal rhythm. On this validation set, our model performed with an AUC of 0.97, beating existing methods.
Cardiogram is a startup that's aiming to garner more information from the data collected by the Apple Watch. The study, which Cardiogram has raised funding for, started in March of 2016 and will continue as UCSF and Cardiogram work to refine the neural network and detect other conditions beyond atrial fibrillation.
Cardiogram plans to put in additional work before using its algorithm to start notifying Cardiogram users of arrhythmias. The company needs to conduct further testing to make sure the algorithm works in a variety of conditions and it needs to work on scaling it so it can be used continuously by all Cardiogram users.
The Cardiogram app can be downloaded from the App Store for free. [Direct Link]
Popular Stories
iOS 19 is still around three months away from being unveiled, but there are plenty of rumors about the upcoming update.
Below, we recap iOS 19 rumors so far.
Redesigned Camera App
A leak earlier this year allegedly revealed a redesigned Camera app coming with iOS 19.
On his YouTube channel Front Page Tech in January, Jon Prosser shared a video showing what the new Camera app will...
In a recent press release, Apple confirmed that iOS 18.4 will be released in April.
From the Apple News+ Food announcement:Coming with iOS 18.4 and iPadOS 18.4 in April, Apple News+ subscribers will have access to Apple News+ Food, a new section that will feature tens of thousands of recipes — as well as stories about restaurants, healthy eating, kitchen essentials, and more — from the...
Apple is expected to embrace a new camera system design for some models in its upcoming iPhone 17 series, and the latest purported CAD images don't deviate from what we have been hearing lately about Apple's new lineup. If you do not like the sound of an iPhone with a Google Pixel-style camera bar, look away now.
Seasoned leaker Sonny Dickson shared the following images in a post on X...
iOS 18.4 was supposed to bring new Apple Intelligence Siri features, but Apple ended up needing to pull those capabilities from the update to continue testing. There are fewer new Apple Intelligence additions now, but there are still some new features that will make the update worth installing when it comes out in April.
Priority Notifications
Apple introduced Priority Notifications back at ...
Apple has offered a reason why the iPhone 16e doesn't include MagSafe, one of the more notable omissions from its latest entry-level smartphone.
According to Apple representatives who spoke to Daring Fireball's John Gruber, MagSafe is not included in the iPhone 16e because "most people in the iPhone 16e's target audience exclusively charge their phones by plugging them into a charging...
With the iPhone 16e now in the hands of customers, Apple reportedly plans to move on to its next product announcement in the coming days.
Apple plans to announce new MacBook Air models with the M4 chip "as early as this week," according to Bloomberg's Mark Gurman.
"I expect the M4 MacBook Air to be introduced as early as this week," said Gurman, in a post shared on X today. "Inventory has ...
Throughout the 2000s and 2010s, Apple offered a line of Wi-Fi routers that it referred to as AirPort base stations. There was a standard AirPort Express, a higher-end AirPort Extreme with more advanced networking features, and an AirPort Time Capsule that doubled as an external storage drive for backing up a Mac with Time Machine.
Apple discontinued the AirPort line in 2018, but the company...
iPhone 16e reviews are now out, and Apple's custom-designed C1 modem has been put to the test. The results so far are quite surprising, as the C1's speeds are not as slow compared to Qualcomm modems as originally expected.
While the C1 does not support ultra-fast mmWave 5G in the U.S., it appears to offer comparable 5G performance to Qualcomm's Snapdragon X71 modem found in the iPhone 16,...
According to a post on X today from a leaker known as Kosutami, Apple plans to launch AirPods Pro 3 in May or June this year.
The leaker also claimed that an AirTag 2 will launch around the same time.
Kosutami is best known as a collector of prototype Apple hardware, but they have occasionally shared accurate information about Apple's future product plans. For example, they accurately...
