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This article, published in the journal Ultrasound in Obstetrics & Gynecology, discusses a study on fetal breathing movements in cases where the mother received magnesium sulphate treatment. The researchers collected data from 80 fetal examinations and divided the videos into still images to develop a diaphragm detection model. They found that fetal breathing movements tended to decrease in cases where magnesium sulphate was administered. The study suggests that perinatal management should consider the impact of magnesium sulphate treatment on fetal well-being. [Extracted from the article]

We counted the red heat maps in images using Grad-CAM, and the reddest point in the thigh and the upper arm were (B). EP33.05: Visualisation of assessments of explainable AI: determination of difference between the upper arm and thigh in fetal ultrasound using Grad-CAM Explainable artificial intelligence (XAI) is essential for its clinical application. [Extracted from the article]