• Latest

New study explores how Apple Watch could be used to predict pain

March 17, 2023

The Best Smartphone Camera 2022!

March 30, 2023
Yes, The Super Mario Bros. Movie Will Have A Post-Credits Scene

Yes, The Super Mario Bros. Movie Will Have A Post-Credits Scene

March 30, 2023
Main sirf Allah ke Aage jhukne wala hon #shorts#aimim

Main sirf Allah ke Aage jhukne wala hon #shorts#aimim

March 30, 2023
Check out BLUETTI’s new AC60 solar generator and B80 battery

Check out BLUETTI’s new AC60 solar generator and B80 battery

March 30, 2023
Horizon Forbidden West Expansion’s Impressive Cloud Tech Is a Big Reason It’s PS5 Only

Horizon Forbidden West Expansion’s Impressive Cloud Tech Is a Big Reason It’s PS5 Only

March 30, 2023
ulama e deoband zindabaad #shorts #ulmaedeoband

ulama e deoband zindabaad #shorts #ulmaedeoband

March 30, 2023
Why I bought the Sony A95K in 2023?

Why I bought the Sony A95K in 2023?

March 30, 2023
Resident Evil 4 Remake Is a Love(craftian) Letter to My Favorite Monsters

Resident Evil 4 Remake Is a Love(craftian) Letter to My Favorite Monsters

March 30, 2023
RED HYDROGEN ONE – Unboxing By Marques Brownlee

RED HYDROGEN ONE – Unboxing By Marques Brownlee

March 30, 2023
Lost Apple Watch survives the sea and is returned to its owner

Lost Apple Watch survives the sea and is returned to its owner

March 30, 2023
Celebrate Silliness With The Return Of Elder Scrolls Online’s Jester’s Festival

Celebrate Silliness With The Return Of Elder Scrolls Online’s Jester’s Festival

March 30, 2023
Marques Brownlee vs Game Theory #shorts #viral #matpatnewchannel

Marques Brownlee vs Game Theory #shorts #viral #matpatnewchannel

March 30, 2023
Advertise with us
Thursday, March 30, 2023
Bookmarks
  • Login
  • Register
GetUpdated
  • Game Updates
  • Mobile Gaming
  • Playstation News
  • Xbox News
  • Switch News
  • MMORPG
  • Game News
  • IGN
  • Retro Gaming
  • Tech News
  • Apple Updates
  • Jailbreak News
  • Mobile News
  • Software Development
  • Photography
  • Contact
No Result
View All Result
GetUpdated
No Result
View All Result
GetUpdated
No Result
View All Result
ADVERTISEMENT

New study explores how Apple Watch could be used to predict pain

March 17, 2023
in Apple News
Reading Time:3 mins read
0 0
0
Share on FacebookShare on WhatsAppShare on Twitter


Apple Watch Series 8 vs 7 guide

New research on Apple Watch’s health features is emerging at a rapid pace. Researchers from a coalition including Duke University and Northwestern University have published the results of a study that aimed to find whether Apple Watch could be used to predict the pain of people with sickle cell disease.

Using Apple Watch to predict pain

As explained by the researchers, sickle cell disease is a genetic red blood cell disorder that is associated with a number of severe complications. This includes things such as chronic anemia, stroke, and vaso-occlusive crises (VOCs). In particular, VOCs are “unpredictable, difficult to treat, and the leading cause of hospitalization.”

With this study, the researchers set out to use Apple Watch data and machine learning to “help us better understand the pain experience and find trends to predict pain from VOCs.”

  1. Determine the feasibility of using the Apple Watch to predict the pain scores in people with sickle cell disease admitted to the Duke University SCD Day Hospital, referred to as the Day Hospital.
  2. Build and evaluate machine learning algorithms to predict the pain scores of VOCs with the Apple Watch.

To collect data for the study, researchers at Duke University’s Day Hospital approached patients with sickle cell disease who had been admitted for a VOC, and asked if they’d like to participate in the study. This data collection occurred between July 2021 and September 2021:

Those who agreed to partake in the study were given an Apple Watch Series 3 that they wore for the duration of their visit. Apple Watch collected data including heart rate, heart rate variability (calculated), and calories.

Pain scores and vital signs were collected from the electronic medical record. Researchers then combined the data and applied multiple machine learning models to analyze whether these techniques may help patients and physicians better understand the pain experience and find trends to predict pain from VOCs.

Data were analyzed using 3 different machine learning models: multinomial logistic regression, gradient boosting, and random forest, and 2 null models, to assess the accuracy of pain scores. The evaluation metrics considered were accuracy (F1-score), area under the receiving operating characteristic curve, and root-mean-square error (RMSE).

We enrolled 20 patients with sickle cell disease, all of whom identified as Black or African American and consisted of 12 (60%) females and 8 (40%) males. There were 14 individuals diagnosed with hemoglobin type SS (70%). The median age of the population was 35.5 (IQR 30-41) years. The median time each individual spent wearing the Apple Watch was 2 hours and 17 minutes and a total of 15,683 data points were collected across the population. All models outperformed the null models, and the best-performing model was the random forest model, which was able to predict the pain scores with an accuracy of 84.5%, and a RMSE of 0.84.

As highlighted by MyHealthyApple, the study shows that Apple Watch can be “very useful for both patients and caring physicians.” The researchers found that Apple Watch is a “novel and feasible approach and presents a low-cost method that could benefit clinicians and individuals with sickle cell disease in the treatment of VOCs.”

“The strong performance of the model in all metrics validates feasibility and the ability to use data collected from a noninvasive device, the Apple Watch, to predict the pain scores during VOCs,” the researchers explain.

You can find more details on the study on the National Library of Medicine website.

Follow Chance: Twitter, Instagram, and Mastodon

FTC: We use income earning auto affiliate links. More.





Source link

ShareSendTweet
Previous Post

The Dark Pictures: Switchback VR Review

Next Post

Marques brownlee tech recommendation: Logitech MX Master Mouse 3S review

Related Posts

Check out BLUETTI’s new AC60 solar generator and B80 battery

March 30, 2023
0
0
Check out BLUETTI’s new AC60 solar generator and B80 battery
Apple News

The portable power experts at BLUETTI have unveiled their latest product to help provide sustainable energy for all. Fans of...

Read more

Lost Apple Watch survives the sea and is returned to its owner

March 30, 2023
0
0
Lost Apple Watch survives the sea and is returned to its owner
Apple News

Earlier this month, we shared the story of a student who recovered his iPhone days after dropping it into a...

Read more
Next Post
Marques brownlee tech recommendation: Logitech MX Master Mouse 3S review

Marques brownlee tech recommendation: Logitech MX Master Mouse 3S review

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

© 2021 GetUpdated – MW.

  • About
  • Advertise
  • Privacy & Policy
  • Terms & Conditions
  • Contact

No Result
View All Result
  • Game Updates
  • Mobile Gaming
  • Playstation News
  • Xbox News
  • Switch News
  • MMORPG
  • Game News
  • IGN
  • Retro Gaming
  • Tech News
  • Apple Updates
  • Jailbreak News
  • Mobile News
  • Software Development
  • Photography
  • Contact

Welcome Back!

Login to your account below

Forgotten Password? Sign Up

Create New Account!

Fill the forms bellow to register

All fields are required. Log In

Retrieve your password

Please enter your username or email address to reset your password.

Log In
Are you sure want to unlock this post?
Unlock left : 0
Are you sure want to cancel subscription?