Medical Design and Outsourcing

  • Home
  • Medical Device Business
    • Mergers & Acquisitions
    • Financial
    • Regulatory
  • Applications
    • Cardiovascular
    • Devices
    • Imaging
    • Implantables
    • Medical Equipment
    • Orthopedic
    • Surgical
  • Technologies
    • Components
    • Electronics
    • Extrusions
    • Materials
    • Motion Control
    • Prototyping
    • Pumps
    • Tubing
  • Contract Manufacturing
  • Med Tech Resources
    • DeviceTalks Tuesdays
    • Digital Editions
    • eBooks
    • Manufacturer Search
    • Medical Device Handbook
    • MedTech 100 Index
    • Podcasts
    • Print Subscription
    • Suppliers
    • The Big 100
      • Archive – The Big 100 (2018)
    • Webinars
    • Whitepapers
    • Video
  • Leadership
    • Women in Medtech
    • 2020 Winners
    • 2019 Winners

Abbott, Medtronic go head-to-head at ADA conference

June 15, 2020 By Nancy Crotti

One Drop uses predictive analytics for individual users

(Image from One Drop)

One Drop presented long-term A1C, blood pressure and weight outcomes forecasts for individuals, along with overnight hypoglycemia predictions for CGM users based on the use of its One Drop app.

The app collects health data through manual input, automatic upload from connected devices, HealthKit, GoogleFit, and direct integrations with Dexcom, Fitbit, Apple Watch, Companion Medical and other partners. Users can receive 8-hour glucose forecasts along with real-time advice for exercise, diet and lifestyle adjustments.

New York-based One Drop noted that it has collected more than 11 billion health data points from nearly 3 million One Drop app users in 195 countries. The company uses machine learning to analyze this pooled population data to produce its predictive insights.

In a study presented at the conference, One Drop trained a suite of patent-pending supervised learning models to accurately forecast changes in glucose, blood pressure and weight up to 6 months in advance. Sources for the study included health and self-­care data from a sample of approximately 55,000 users. Another study focused on overnight hypoglycemia predictions for people using CGMs. The patent-pending overnight hypoglycemia risk algorithms, trained on over 500,000 nights of data from app users, are up to 87% accurate, the company said.

“The real power of our predictive models is how individualized they are,” said Dan Goldner, One Drop VP of data science, in a news release. “We don’t bother looking for broad patterns of factors that might help in distinct groups. Instead, we jump straight to predicting the factors most likely to help you.”

In April, One Drop acquired the assets and intellectual property of Sano Intelligence and announced plans to develop a multisensorial patch that will generate thousands of new data points per user per day. The company expects to release new predictions to subscribers within the year.

Next>>

Pages: 1 2 3 4 5 6 7 8 9

Related Articles Read More >

These medtech stocks performed the best in 2020
10 stories that grabbed the most reader attention in 2020
How Dexcom CEO Kevin Sayer is leading the company forward
3M debuts new silicone adhesive for longer, stronger wear

MEDTECH 100 INDEX

Medtech 100 logo
Market Summary > Current Price
The MedTech 100 is a financial index calculated using the BIG100 companies covered in Medical Design and Outsourcing.

MDO Digital Edition

Digital Edition

Subscribe to Medical Design & Outsourcing. Bookmark, share and interact with the leading medical design engineering magazine today.

DeviceTalks

DeviceTalks is a conversation among medical technology leaders. It's events, podcasts, webinars and one-on-one exchanges of ideas & insights.

DeviceTalks

New MedTech Resource

Medical Tubing

Enewsletter Subscriptions

Tweets by MedTechDaily

MassDevice

Mass Device

The Medical Device Business Journal. MassDevice is the leading medical device news business journal telling the stories of the devices that save lives.

Visit Website
MDO ad
Medical Design and Outsourcing
  • MassDevice
  • DeviceTalks
  • Drug Delivery Business News
  • Medical Tubing + Extrusion
  • About Us/Contact
  • Advertising
  • Subscribe to Enewsletter
  • Subscribe to Print Magazine

Copyright © 2021 WTWH Media, LLC. All Rights Reserved. Site Map | Privacy Policy | RSS

Search Medical Design & Outsourcing

  • Home
  • Medical Device Business
    • Mergers & Acquisitions
    • Financial
    • Regulatory
  • Applications
    • Cardiovascular
    • Devices
    • Imaging
    • Implantables
    • Medical Equipment
    • Orthopedic
    • Surgical
  • Technologies
    • Components
    • Electronics
    • Extrusions
    • Materials
    • Motion Control
    • Prototyping
    • Pumps
    • Tubing
  • Contract Manufacturing
  • Med Tech Resources
    • DeviceTalks Tuesdays
    • Digital Editions
    • eBooks
    • Manufacturer Search
    • Medical Device Handbook
    • MedTech 100 Index
    • Podcasts
    • Print Subscription
    • Suppliers
    • The Big 100
      • Archive – The Big 100 (2018)
    • Webinars
    • Whitepapers
    • Video
  • Leadership
    • Women in Medtech
    • 2020 Winners
    • 2019 Winners