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All Blog Posts Tagged 'healthcare' (27)

Top AI algorithms for Healthcare



The …

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Added by Max Ved on May 27, 2019 at 11:02pm — No Comments

Doctors are from Venus, Data Scientists from Mars – or Why AI/ML is Moving so Slowly in Healthcare

Summary: The world of healthcare may look like the most fertile field for AI/ML apps but in practice it’s fraught with barriers.  These range from cultural differences, to the failure of developers to really understand the environment they are trying to enhance, to regulatory and logical Catch 22s that work against adoption.  Part 3 of 3.

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Added by William Vorhies on January 21, 2019 at 7:59am — 2 Comments

The AI/ML Opportunity Landscape in Healthcare. Do It Right or It Will be More of a Mine Field.

Summary:  Despite hundreds of projects and thousands of data scientists devoted to bringing AI/ML to healthcare, adoption remains low and slow.  A good portion of this problem is our own fault for failing to see the processes being disrupted through the eyes of the physician users.  Here we lay out the healthcare opportunity landscape but for data scientists following classical disruption strategies, it may be more of a minefield.  Part 2 of…

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Added by William Vorhies on January 14, 2019 at 8:00am — No Comments

Seeing the AI/ML Future in Healthcare Through the Eyes of Physicians. It Doesn’t Look Quite the Way Data Scientists See It.

Summary: If you want to understand the promise of AI/ML in healthcare you need to see it through the eyes of physicians, the ultimate users.  Turns out these folks aren’t the rapid adopters you’d think they’d be and the problem is largely with the way data scientists have tried to implement.  Part 1 of 3.

 

It’s…

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Added by William Vorhies on January 7, 2019 at 8:00am — 4 Comments

AI in Healthcare - Ethical Considerations

Given the touting of recent analytic and machine learning results in healthcare, why haven't doctors been replaced by computers yet? The truth is that there are many obstacles that stand in the way of implementing  analytics in healthcare. Ethical issues introduced by this technology are also fiercely debated and must be considered. Finally, while obstacles imply a possibility of being overcome, there are also limitations to this technology,…

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Added by Vik Kumar on October 13, 2018 at 11:55am — No Comments

Healthcare Analytics: Build-Versus-Buy Quandary A Hurdle

The most obvious thing for any Health Care Organization (HCO) to do is to develop in-house infrastructure to manage its healthcare data. That’s simpler said than done, though. Setting up an Enterprise-grade data warehouse not only involves additional hires, there’s some amount of capital expenditure as well as operational costs involved.

Here’s what’s needed – an investment in the right personnel and the right…

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Added by Hemant Warudkar on September 11, 2018 at 5:00pm — No Comments

3 ways to fight congestive heart failure using artificial intelligence

 

Objective

Congestive heart failure (CHF) has been called an "epidemic" and a "staggering clinical and public health problem" (Roger, 2013). It can be defined as the impaired ability of the ventricle to fill or eject with blood.  Consequences include difficulty breathing, coughing fits, leg swelling, decreased quality of life, and ultimately death.  As life expectancy increases globally, we can only expect to see this syndrome more frequently.  Fortunately, the advents of…

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Added by Vik Kumar on August 28, 2018 at 3:17am — No Comments

Watson – Time to Prune the ML Tree?

Summary:  IBM’s Watson QAM (Question Answering Machine), famous for its 2011 Jeopardy win was supposed to bring huge payoffs in healthcare.  Instead both IBM and its Watson Healthcare customers are rapidly paring back these projects that have largely failed to pay off.  Watson was the first big out-of-the-box commercial application in ML/AI.  Has it become obsolete?

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Added by William Vorhies on August 21, 2018 at 10:51am — No Comments

How Data Science Has Changed Everyday Life for the Better

Let’s be honest, today “big data” is sort of a dirty word in the public consciousness. It is associated closely with profit maximization techniques (such as recommendation lists on e-commerce sites and targeted ads), high-profile data leaks and privacy issues.

People do not like being a bundle of unsecured big data tied to a bank account. They want to be unique. Yet…

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Added by Darren Beauchamp on May 24, 2017 at 5:30am — 2 Comments

Deconstructing Symbolic Expression

I sometimes ask myself while musing over the need for a particular service, "I wonder if this is commercially viable?" If the service is routine and the required software is rather inexpensive, perhaps there is little need for a company to outsource. I cannot think of any company that would routinely outsource work normally performed on a spreadsheet. I suspect that decades ago some companies hired specialists to handle spreadsheets; this seems much less likely today in light of the…

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Added by Don Philip Faithful on July 2, 2016 at 7:07am — No Comments

An Analysis of Opioid-Related Facility Visits in New York State

What are opioids?

Opioids are medications used to treat moderate to severe pain that may not respond well to other pain medications. They reduce the sending of pain messages to the brain and reduce feelings of pain.  They include codeine, fentanyl, hydrocodone, methadone, morphine and oxycodone.   Hydrocodone medications are the most commonly prescribed for conditions such as dental and injury-related pain.  Morphine is used before and after surgery for severe…

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Added by Salil Sheth on June 9, 2016 at 9:07am — No Comments

An Analysis of ED Utilization in California Medicaid Enrollees

The Affordable Care Act expanded eligibility for the Medicaid program with the hope of enrolling millions of low-income U.S. residents who could not access insurance.   California was one of the states that chose to expand.  Researchers at the University of California-San Francisco conducted a study that investigated the trends in the association between insurance coverage and usage of emergency departments among adults 18-64 from 2005 through 2010.  They found that ED utilization in…

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Added by Salil Sheth on June 7, 2016 at 8:34am — No Comments

How Healthcare industry will benefit by embracing Data Sciences

In the healthcare industry, what could be more important than having better healthcare outcomes? Each and every day healthcare workers around the globe are striving hard to find more ways of improving our lives. However, the world is changing, and frankly, at a faster rate than most of us can keep up. Intuition alone will no longer be enough for quality patient outcomes. The amount of healthcare data continues to mound every second, making it harder and harder to find any form of…

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Added by Sameer Dhanrajani on May 16, 2016 at 6:05am — 2 Comments

Is Big Data Helping Improve Patient Health

"Beyond improving profits and cutting down on wasted overhead, Big Data in healthcare is being used to predict epidemics, cure disease, improve quality of life and avoid preventable deaths."

Big data is everywhere and if you are not already embracing it then you are likely to be left behind. Companies are using big data to be able to target potential…

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Added by Brian Horvath on May 6, 2016 at 7:41am — 2 Comments

2016: the Year of Mobile Health

The year of mobile - we’ve heard this phrase proclaimed every January for the past couple of years, followed by dizzying amounts of variations and extensions such as the…

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Added by Alexandra Roden on February 25, 2016 at 2:04am — No Comments

3 Ways Big Data and IoT Can Improve Our Health in 2016

Just a few years ago, Big Data and the Internet of Things (IoT) were terms generally unheard of. In 2016 they are set to revolutionise…

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Added by Alexandra Roden on January 28, 2016 at 7:21am — 1 Comment

R Packages: A Healthcare Application

Building off my last post, I want to use the same healthcare data to demonstrate the use of R packages. Packages in R are stored in libraries and often are pre-installed, but reaching the next level of skill requires being able to know when to use new packages and what they contain. With that let’s get to our example.

Useful function:…

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Added by Divya Parmar on November 10, 2015 at 12:36pm — No Comments

Healthcare Industry Finds New Solutions to Big Data Storage Challenges

Hospitals and medical centers have more to gain from big data analytics than perhaps any other industry. But as data sets continue to grow, healthcare facilities are discovering that success in data analytics has more to do with storage methods than with analysis software or techniques. Traditional data silos are hindering the progress of big data in the healthcare industry, and as terabytes turn into petabytes, the most successful hospitals are the ones that are coming up…

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Added by Nick Rojas on May 29, 2015 at 1:00pm — 1 Comment

Data science to understand and fight cancer

For higher resolution, interactive Tableau charts, read original article. In this version, only static screenshots are displayed. It does not give justice to Tableau.

Coming up with a topic for today's blog post was tough. My last blog about Wine got attention from wine entrepreneurs…

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Added by Tatiana Sorokina on May 18, 2015 at 6:30am — No Comments

Powering Patient Care Using Big Data

Did you know that our bodies have over 150 trillion gigabytes of data within it? That is enough to fill 75 billion 16GB iPads.

Although we cannot harness this kind of data to help us store data or to help build complex internal databases, we can use it successfully in healthcare.

This practice is in its infancy at present, but has opened up significant opportunities that are going to grow in the future.

Continuous Update

The way that people…

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Added by Chris Towers on March 11, 2015 at 4:00am — No Comments

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