|By Business Wire||
|June 16, 2014 01:32 PM EDT||
Researchers at WellDoc® today presented updated results of its hypoglycemia prediction technology at this week’s 2014 American Diabetes Association 74th Scientific Sessions. In previous work, using just one week of blood glucose data, WellDoc’s models were shown to predict correctly 90 percent of the time that hypoglycemia would occur the following day. Today, WellDoc announced an enhanced model that incorporates both glucose and medication data has demonstrated the ability to predict hypoglycemia within a specific hour.
“The challenge in predicting hypoglycemia is that most patients with type 2 diabetes measure their blood glucose once or twice per day. This so-called ‘sparse data’ makes mathematical forecasting difficult,” states WellDoc Chief Data Science Officer, Anand Iyer, Ph.D. “We used machine learning algorithms which allow the computer to detect patterns and make predictions after being trained on thousands of data points.”
In the current study, the medication model improves upon the specificity of the prediction by 32 percent (from 69.5 percent to 92.1 percent). Further, the time window of prediction was narrowed from any time within 24 hours to a specific hour. These improvements were seen after the WellDoc team trained the model with both medication information as well as blood glucose patterns. “High specificity means that the system will have fewer false positives,” explained Mansur Shomali, MD, a practicing diabetes specialist at MedStar Union Memorial Hospital in Baltimore, MD, and senior author of the study. “We don’t want to alert patients needlessly or else the intervention will not be very effective.”
Hypoglycemia is one of the most dangerous, costly, and difficult diabetes complications to manage. A recent study1 of 2.4 million type 2 diabetes patients found that hypoglycemia was especially common in patients treated with insulin or sulfonylureas with costs for a hypoglycemia-related hospital event averaging $10,362, regardless of a patient’s drug regimen. A 2005 study2 further reported that patients who had experienced hypoglycemia had 77 percent more disability days per year. Using the new methodology, the model also could accurately predict the hour of the hypoglycemia event over the next day when the patients’ medication information is known.
“Hypoglycemia is very dangerous to patients and a great burden on our health care system,” remarked Suzanne Sysko Clough, MD, Chief Medical Officer and co-founder of WellDoc. “We are certain that incorporating hypoglycemia prediction into a mobile health device will be a wonderful tool for patients.”
WellDoc intends to incorporate the hypoglycemia prediction algorithms into BlueStar™, the world’s first mobile prescription therapy for adults with type 2 diabetes. Once incorporated, BlueStar’s automated, real-time coaching will educate a patient about how to best manage and avoid hypoglycemia.
“People respond best to information that is personal, timely, and actionable,” explains Robin Anthony-Kouyate, Ph.D., Director of Behavioral Science at WellDoc. “Once a patient is armed with the knowledge that a hypoglycemia event is likely to occur in the next 24 hours they may become more receptive to learning about the consequence of the event and what they can do to avoid going hypo.”
About WellDoc: Engaging Patients, Enhancing Outcomes™
WellDoc, a healthcare behavioral science and technology company that develops solutions aimed at engaging patients and enhancing health outcomes, is focused on simplifying the way chronic diseases are managed through a collaborative, life-changing approach that breaks down the barriers of engagement and adherence by providing patients and their healthcare providers with real-time, actionable information. WellDoc has developed an industry-leading, technology-based solution designed to help people with chronic diseases better manage their conditions. Forbes selected WellDoc as one of “America's Most Promising Companies” based on its potential for future growth.
About The American Diabetes Association 74th Scientific
June 13 - 17, 2014, San Francisco, California
Scientific Sessions is the largest diabetes meeting in the world, bringing together nearly 18,000 participants—including more than 14,000 clinicians and researchers from all 50 states and 117 countries.
The 5-day annual meeting features timely and significant advances in basic science and the prevention, diagnosis, and treatment of diabetes. Attendees choose from over 3,000 original presentations which include symposia, oral abstract sessions, meet the expert sessions, interest group discussions, guided audio poster tours, and poster presentations. It also includes approximately 175 exhibitors showcasing the latest in diabetes-related products, services, and technology available to health care professionals.
1 Curkendall SM, Zhang B, Oh KS, Williams SA, Pollack MF, Graham J. “Incidence and cost of hypoglycemia among patients with Type 2 diabetes in the United States: analysis of a health insurance database.” J Clin Outcomes Manage (2011) Oct;18. 10:455-462.
2 Rhoads GG, Orsini LS, Crown W, Wang S, Getahun D, Zhang Q. “Contribution of hypoglycemia to medical care expenditures and short-term disability in employees with diabetes.” J Occup Environ Med (2005) 47:447–452
SYS-CON Events announced today that G2G3 will exhibit at SYS-CON's @DevOpsSummit Silicon Valley, which will take place on November 3–5, 2015, at the Santa Clara Convention Center in Santa Clara, CA. Based on a collective appreciation for user experience, design, and technology, G2G3 is uniquely qualified and motivated to redefine how organizations and people engage in an increasingly digital world.
Aug. 31, 2015 11:00 PM EDT Reads: 498
Any Ops team trying to support a company in today’s cloud-connected world knows that a new way of thinking is required – one just as dramatic than the shift from Ops to DevOps. The diversity of modern operations requires teams to focus their impact on breadth vs. depth. In his session at DevOps Summit, Adam Serediuk, Director of Operations at xMatters, Inc., will discuss the strategic requirements of evolving from Ops to DevOps, and why modern Operations has begun leveraging the “NoOps” approa...
Aug. 31, 2015 10:30 PM EDT Reads: 395
Too often with compelling new technologies market participants become overly enamored with that attractiveness of the technology and neglect underlying business drivers. This tendency, what some call the “newest shiny object syndrome,” is understandable given that virtually all of us are heavily engaged in technology. But it is also mistaken. Without concrete business cases driving its deployment, IoT, like many other technologies before it, will fade into obscurity.
Aug. 31, 2015 09:00 PM EDT Reads: 363
Organizations from small to large are increasingly adopting cloud solutions to deliver essential business services at a much lower cost. According to cyber security experts, the frequency and severity of cyber-attacks are on the rise, causing alarm to businesses and customers across a variety of industries. To defend against exploits like these, a company must adopt a comprehensive security defense strategy that is designed for their business. In 2015, organizations such as United Airlines, Sony...
Aug. 31, 2015 07:15 PM EDT Reads: 479
The Internet of Things is in the early stages of mainstream deployment but it promises to unlock value and rapidly transform how organizations manage, operationalize, and monetize their assets. IoT is a complex structure of hardware, sensors, applications, analytics and devices that need to be able to communicate geographically and across all functions. Once the data is collected from numerous endpoints, the challenge then becomes converting it into actionable insight.
Aug. 31, 2015 07:00 PM EDT
Puppet Labs has announced the next major update to its flagship product: Puppet Enterprise 2015.2. This release includes new features providing DevOps teams with clarity, simplicity and additional management capabilities, including an all-new user interface, an interactive graph for visualizing infrastructure code, a new unified agent and broader infrastructure support.
Aug. 31, 2015 06:30 PM EDT Reads: 521
Consumer IoT applications provide data about the user that just doesn’t exist in traditional PC or mobile web applications. This rich data, or “context,” enables the highly personalized consumer experiences that characterize many consumer IoT apps. This same data is also providing brands with unprecedented insight into how their connected products are being used, while, at the same time, powering highly targeted engagement and marketing opportunities. In his session at @ThingsExpo, Nathan Trel...
Aug. 31, 2015 06:00 PM EDT Reads: 243
Amazon and Google have built software-defined data centers (SDDCs) that deliver massively scalable services with great efficiency. Yet, building SDDCs has proven to be a near impossibility for ‘normal’ companies without hyper-scale resources. In his session at 17th Cloud Expo, David Cauthron, founder and chief executive officer of Nimboxx, will discuss the evolution of virtualization (hardware, application, memory, storage) and how commodity / open source hyper converged infrastructure (HCI) so...
Aug. 31, 2015 04:45 PM EDT
In their Live Hack” presentation at 17th Cloud Expo, Stephen Coty and Paul Fletcher, Chief Security Evangelists at Alert Logic, will provide the audience with a chance to see a live demonstration of the common tools cyber attackers use to attack cloud and traditional IT systems. This “Live Hack” uses open source attack tools that are free and available for download by anybody. Attendees will learn where to find and how to operate these tools for the purpose of testing their own IT infrastructu...
Aug. 31, 2015 04:30 PM EDT Reads: 455
The web app is agile. The REST API is agile. The testing and planning are agile. But alas, data infrastructures certainly are not. Once an application matures, changing the shape or indexing scheme of data often forces at best a top down planning exercise and at worst includes schema changes that force downtime. The time has come for a new approach that fundamentally advances the agility of distributed data infrastructures. Come learn about a new solution to the problems faced by software organ...
Aug. 31, 2015 04:30 PM EDT
With the Apple Watch making its way onto wrists all over the world, it’s only a matter of time before it becomes a staple in the workplace. In fact, Forrester reported that 68 percent of technology and business decision-makers characterize wearables as a top priority for 2015. Recognizing their business value early on, FinancialForce.com was the first to bring ERP to wearables, helping streamline communication across front and back office functions. In his session at @ThingsExpo, Kevin Roberts...
Aug. 31, 2015 03:15 PM EDT
IBM’s Blue Box Cloud, powered by OpenStack, is now available in any of IBM’s globally integrated cloud data centers running SoftLayer infrastructure. Less than 90 days after its acquisition of Blue Box, IBM has integrated its Blue Box Cloud Dedicated private-cloud-as-a-service into its broader portfolio of OpenStack® based solutions. The announcement, made today at the OpenStack Silicon Valley event, further highlights IBM’s continued support to deliver OpenStack solutions across all cloud depl...
Aug. 31, 2015 03:00 PM EDT Reads: 248
Red Hat is investing in Tesora, the number one contributor to OpenStack Trove Database as a Service (DBaaS) also ranked among the top 20 companies contributing to OpenStack overall. Tesora, the company bringing OpenStack Trove Database as a Service (DBaaS) to the enterprise, has announced that Red Hat and others have invested in the company as a part of Tesora's latest funding round. The funding agreement expands on the ongoing collaboration between Tesora and Red Hat, which dates back to Febr...
Aug. 31, 2015 02:45 PM EDT Reads: 375
With the proliferation of connected devices underpinning new Internet of Things systems, Brandon Schulz, Director of Luxoft IoT – Retail, will be looking at the transformation of the retail customer experience in brick and mortar stores in his session at @ThingsExpo. Questions he will address include: Will beacons drop to the wayside like QR codes, or be a proximity-based profit driver? How will the customer experience change in stores of all types when everything can be instrumented and a...
Aug. 31, 2015 02:30 PM EDT Reads: 456
The Internet of Things (IoT) is about the digitization of physical assets including sensors, devices, machines, gateways, and the network. It creates possibilities for significant value creation and new revenue generating business models via data democratization and ubiquitous analytics across IoT networks. The explosion of data in all forms in IoT requires a more robust and broader lens in order to enable smarter timely actions and better outcomes. Business operations become the key driver of I...
Aug. 31, 2015 02:30 PM EDT Reads: 417