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The Withings BodyFit smart scale is marketed for GLP-1 users, offering segmented body composition analysis to monitor muscle mass, though the connection is thin; the article explores the broader trend of metabolic health tracking.
This paper investigates episodic sampling from few-shot learning for class-balanced batch construction in medical image segmentation, showing improved performance under low-data conditions due to reduced overfitting and extended training iterations, with code available on GitHub.
Hume Health launches a spring sale offering up to 50% off its Hume Pod body-composition analyzer that claims to track fat, muscle and water changes in real time.