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This article reviews the state-of-the-art applications of machine learning in primary care for medical diagnostics, and explores the ongoing challenges and future potential of this technology. Led by Jean-Baptiste Poullet-Audet, a postdoctoral researcher at the Luxembourg School of Business, the review identifies ways to optimize the use of AI for predictive modelling in healthcare and medical decision making.