The digital health space refers to the integration of technology and health care services to improve the overall quality of health care delivery. It encompasses a wide range of innovative and emerging technologies such as wearables, telehealth, artificial intelligence, mobile health, and electronic health records (EHRs). The digital health space offers numerous benefits such as improved patient outcomes, increased access to health care, reduced costs, and improved communication and collaboration between patients and health care providers. For example, patients can now monitor their vital signs such as blood pressure and glucose levels from home using wearable devices and share the data with their doctors in real-time. Telehealth technology allows patients to consult with their health care providers remotely without having to travel to the hospital, making health care more accessible, particularly in remote or rural areas. Artificial intelligence can be used to analyze vast amounts of patient data to identify patterns, predict outcomes, and provide personalized treatment recommendations. Overall, the digital health space is rapidly evolving, and the integration of technology in health

Tuesday, October 27, 2015

Algorithms for Pharma





imageIngenix started selling its diabetes-prediction service in February to insurers andemployers, one more way they make money.  I would think information this vital and helps with compliance could be open source or at least free so further analysis studies could be made.  This is part of the profit area of United Health Group.

The company Monday will announce an initiative intended to predict in advance who's most likely to discontinue a medication regimen, and keep those people on their drugs with interventions such as letters or phone calls. This is an effort to encourage compliance and offer help such as mail-order prescriptions.

It's one of a growing number of efforts to forecast and prevent costly health problems. New initiatives from UnitedHealth Group Inc.'s Ingenix unit and WellPoint Inc. seek to pinpoint those expected to develop medical conditions such as diabetes. CVS Caremark Corp., the big drug store and pharmacPharmacy-benefit manager Express Scripts Inc. is unveiling a new program that aims to contact people who fail to take their prescription drugs—before they actually stop.

The company Monday will announce an initiative intended to predict in advance who's most likely to discontinue a medication regimen, and keep those pey-benefit management company, has researched how to predict drug compliance, and next year plans to start using the results to target certain customers with strategies to encourage adherence.

The predictive initiatives are one part of a far broader category of programs by insurers and pharmacy-benefit managers, or PBMs, that delve into enrollees' medical information to identify gaps in existing care, such as recommended medical tests that aren't being performed. The companies then typically inform patients and their doctors.   CVS Caremark Corp., the big drug store and pharmacy-benefit management company, has researched how to predict drug compliance, and next year plans to start using the results to target certain customers with strategies to encourage adherence.

In the past pharmacies would often call their customers to remind them their prescriptions are ready and ask if they want their medications,

Recently I joined a Medicare Advantage Plan. I received an introductory telephone call detailing the additional benefits I would receive with their advantage plan. I later received another call, this time from the PBM asking about my medications and if I understood their uses, side effects, and other options in lieu of what I am using.

The predictive initiatives are one part of a far broader category of programs by insurers and pharmacy-benefit managers, or PBMs, that delve into enrollees' medical information to identify gaps in existing care, such as recommended medical tests that aren't being performed. The companies then typically inform patients and their doctors.


These new algorithms will focus resources on probability and possibilities as a segment of population health, to predict who might not take their medicine.

While this would be beneficial it also is designed to maximize ROI and profit.


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