Newsletters
Healthcare AI Moves Beyond Information Retrieval
2026-07-31 00:00
Recent studies highlight a major shift in healthcare AI—from answering medical questions to recognizing disease risks earlier, improving diagnostic safety, and accelerating scientific discovery. Frontier large language models now outperform specializ...
From Rare Disease Diagnosis to Learning Health Systems: Generative AI Enters Clinical Practice
2026-06-28 00:00
June's healthcare AI advances highlight a major shift from benchmark performance toward real-world clinical implementation. Landmark studies demonstrated AI-assisted diagnosis of rare diseases, specialist-level diagnostic support, longitudinal diseas...
Beyond Benchmark Scores: Clinical Integration and Real-World Evidence
2026-05-24 00:00
This month’s healthcare GenAI research highlights a major transition from benchmark-driven development toward real-world clinical integration and evidence generation. New studies demonstrated advances in multimodal diagnostic AI, collaborative clinic...
Healthcare GenAI at a Turning Point: From Hype to Real-World Evidence
2026-04-23 00:00
Healthcare GenAI at a Turning Point: From Hype to Real-World Evidence
ELHS Monthly Newsletter (April 2026)
(Paving the Way for Global Health Equity with Generative AI and Learning Health Systems)
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Dear Friends...
While Clinical AI Booms, LLM Reliability Becomes the Bottleneck
2026-03-20 00:00
Clinical AI is advancing rapidly, but LLM reliability has emerged as a key bottleneck. Recent studies show performance varies with user interaction and disease context, raising safety concerns. While progress is being made (e.g., AMIE, OpenScholar), ...
Early 2026 Breakthroughs in Clinical GenAI
2026-02-20 00:00
In early 2026, generative AI and Learning Health Systems (LHS) are advancing rapidly across clinical research and healthcare applications. New trials demonstrate AI benefits in breast cancer screening and primary care triage, while emerging tools lik...
Healthcare AI at 2026 Crossroads
2026-01-21 00:00
As healthcare AI enters 2026, the industry stands at a critical crossroads. One path emphasizes rapid deployment of generative AI tools, such as ChatGPT Health, promising scale and efficiency. The other urges caution, as academic leaders at Stanford ...
The Hidden Gap in Healthcare AI Adoption
2025-12-14 00:00
A recent JAMA report estimates AI adoption in U.S. healthcare at 5.9% on average, rising to 8.3% by 2025. However, this figure likely reflects mostly non-clinical and imaging AI, while adoption of clinical AI—especially GenAI—remains near zero due to...
Genomics, I’m Back — with GenAI + LHS
2025-11-15 00:00
October was an exciting month. I presented our vision for Open Clinical AI Science at the Chen Institute Symposium and delivered a keynote at the Tsinghua Health AI Summit, highlighting how the convergence of GenAI and Learning Health Systems can acc...
Specialized vs General-Purpose LLMs – and How to Compare Them
2025-10-18 00:00
A recent Nature study introduced Delphi-2M, a specialized medical LLM trained on 2.3 million individuals’ EHRs to predict over 1,000 diseases, achieving an average AUC of 0.67. While impressive, it raises key questions: Can general-purpose LLMs like ...