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Generalist Versus Specialist: What Is the Best AI Model for Health Care?
Journal of Medical Internet Research
|August 3, 2026
Abstract
Unlabelled:
Recent research pitting general large language models against specialized models widely used to support clinical decision-making in health care has caused heated debate. In this News and Perspectives article, JMIR Correspondent Simon Spichak unpacks the controversy and more critical question of the impact of these models on real patient outcomes.
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The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
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Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
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