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A Foundation Model for Wearable Movement Data in Mental Health Research

arXiv:2411.15240v5 Announce Type: replace Abstract: Wearable movement data is collected by nearly all commercially available smartwatches and is a valuable resource for mental health research, reflecting fine-grained temporal behavioral trends. Despite its promise, the development of foundation models for health wearable modeling remains limited when compared to clinical image and text analysis. We designed transformers with patch embeddings and used self-supervised masked autoencoder...

arXiv CS 8d ago

The Largest Undocumented Disparity in Maternal Health

For the past few years, George King, the director of research at Boston’s Joslin Diabetes Center, has been following a medical mystery that has flown under the public-health radar—even, he told me, among most other diabetes experts. He and his colleagues have been alarmed by the skyrocketing rates of gestational diabetes they’ve seen among Chinese American populations, which mirror a similar phenomenon in mainland China and Taiwan.For years, gestational diabetes has been ticking upward in...

The Atlantic 14d ago