How Natural Language Processing Improves Clinical Evaluation Reports for Medical Devices

The EU Medical Device Regulation (MDR) of 2017 (also known as Regulation (EU) 2017/745)  has had a huge impact on the regulation of medical devices in Europe, including more stringent manufacturer oversight and increased post-market surveillance.  Although medical devices approved prior to Regulation (EU) 2017/745 coming into force had been granted a three-year transitionary period,…

Active Portfolio Management Using Machine Learning: The Next Financial Frontier

The revolutionary power of computers first appeared on the portfolio management scene nearly 40 years ago, with the first-ever index fund. Launched in 1975 with just $11 million in assets, it’s now called the Vanguard 500 Index Fund and is worth more than $690 billion today. A few years later, statistical arbitrage – a trading strategy based on quantitative data mining,…

Using NLP to Improve PICO Element Identification and Extraction for SLRs and Evidence-based Medicine

Although the term “evidence-based medicine” (EBM) first appeared in print in the early 1990s, the history of this now-popular approach to clinical practice goes back much further. In the mid-18th century, James Lind, a Scottish naval physician, experimented with citrus-based scurvy treatments on several comparable groups of sick sailors. And there is evidence of what can be loosely called EBM stretching…

AI in Healthcare Data Centers

Data volumes and velocities in health care and other industries are growing at incredibly fast rates, driven largely by cloud computing and the proliferation of smart connected devices across the world. This information explosion has created opportunities for organizations to improve processes through analytics, but also significant challenges in terms of their capacity to handle all that…

Reinforcement Learning in Health Care: Why It’s Important and How It Can Help

At a TED Talk back in 2010, game designer and author Jane McGonigal argued that video games would help change the world for the better. While she may not have been referring to health and wellness specifically, recent developments in reinforcement learning (RL) for health care have rapidly turned parts of McGonigal’s vision into reality. In many…

Quantum NLP: Machine Learning’s Next Frontier

Ask most people to define natural language processing (NLP), and they’ll likely shrug their shoulders.  What they may not realize, however, is that much of their lives already revolve around this technology. From setting up email filters to asking Siri or Alexa which route to take or the ingredients of their favorite dish, to using search engines…

How AI and Neuroscience Are Coming Together to Benefit Both Disciplines (and Society)

Biomedical engineer Chethan Pandarinath develops prosthetics – but not just any prosthetics. That’s because the Emory University and Georgia Tech researcher’s goal is to enable those with paralyzed limbs to use those arms as if they were their own, via signals from their brain. Pandarinath hopes to achieve this by analyzing brain activity recordings of…