Digital Health Frontier
By John Halamka, Paul Cerrato, and Teresa Atkinson — Many clinicians are well aware of the shortcomings of LLMs, but studies suggest that retrieval-augmented generation could help address these problems.
By John Halamka and Paul Cerrato — Large language models rely on complex technology, but a plain English tutorial makes it clear that they use math, not magic to render their impressive results.
By John Halamka and Paul Cerrato — Many algorithms only reinforce a person’s narrow point of view, or encourage existing prejudices. There are better alternatives.
By John Halamka and Paul Cerrato — A closer look at the latest FDA list of approved AI-enabled devices suggests these digital tools are poised to have a significant impact on patient care.
By John Halamka and Paul Cerrato — Several innovators have created algorithms to predict and manage this life-threatening complication.
By John Halamka and Paul Cerrato — Regulators who put too many restrictions on the technology can slow down innovation, but if they set up guardrails that aren’t strict enough, they needlessly endanger patients’ lives.
By John Halamka and Paul Cerrato — The latest research suggests that these digital tools will eventually become useful medical assistants, but we still need to watch for unpredictable fabrications and misstatements.
By Paul Cerrato and John Halamka — In our efforts to encourage prevention and wellness, we often advise patients to exercise, eat better, and manage their stress. Let’s not overlook the importance of a strong social network.
By John Halamka and Paul Cerrato — Some technologists worry that the latest AI systems have the potential to outsmart their makers and enslave humanity. They’re ignoring more realistic technological concerns that challenge the healthcare community.
By John Halamka and Paul Cerrato — With so many developers launching AI algorithms, end users worry that they may be investing in useless—or harmful—technology. Academic medical centers, technology companies, and federal agencies have joined forces to address the challenge.
By John Halamka and Paul Cerrato — Computers can’t hold a candle to a 10-year-old’s mastery of human language. But despite their shortcomings, they continue to surprise us with their ability to mimic the way we communicate.
By John Halamka and Paul Cerrato — The term knowledge graph may not be part of your everyday vocabulary, but if you are interested in digital health, it’s worth taking a closer look.