Behruz Davletov

The biggest barrier to the use of artificial intelligence in health care has to do with infrastructure.

But more than five years since Hinton’s forecast, radiologists are still training to read image scans. Instead of replacing doctors, health system administrators now see AI as a tool clinicians will use to improve everything from their diagnoses to billing practices. AI hasn’t lived up to the hype, medical experts said, because health systems’... See more

"Now, that vision is fraying. The social fabric of the internet is built on very specific assumptions, many of which are giving way. Licklider envisioned the internet as a patchwork of decentralized networks, with no sense of how it would work when a handful of companies wrote most of its software and managed most of its traffic. Licklider... See more

At a conference in 2016, Geoffrey Hinton, British cognitive psychologist and “godfather” of AI, said radiologists would soon go the way of typesetters and bank tellers: “People should stop training radiologists now. It’s just completely obvious that, within five years, deep learning is going to do better.”

"As a result of this convergence of the old “meatspace” economy (the world of atoms) and the digital economy (the world of bits), what it means to be an “Internet policy analyst” is changing and expanding once again. A wide variety of new innovations are now emerging and raising fresh policy concerns."

Health systems need to enable algorithms to access patient data. Over the last several years, large, well-funded systems have invested in moving their data into the cloud, creating vast data lakes ready to be consumed by artificial intelligence. But that’s not as easy for smaller players.

"... we live in the most important century for humanity."

“The promise of artificial intelligence in medicine is to provide composite, panoramic views of individuals’ medical data; to improve decision making; to avoid errors such as misdiagnosis and unnecessary procedures; to help in the ordering and interpretation of appropriate tests; and to recommend treatment.”

"What initially seemed like a new way to transfer information turned into a revolution that rewrote the basic assumptions of society. Entirely new kinds of economic and social organization evolved on these networks, taking root faster than anyone would have thought possible. For an entire generation — my generation — that process is all we’ve ever... See more