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This article discusses the external validation of an AI algorithm for interpreting chest X-rays in real clinical practice. The algorithm was compared to a radiologist’s diagnoses and showed high accuracy and specificity, but lower sensitivity in certain conditions. The study highlights the need for continuous improvement to ensure the algorithm’s effectiveness in primary care.