Charlotte Zhang

Results To build a predictive model capable of learning cancer-associated signals from routine clinical data, we developed a unified, multimodal framework, Oncoformer, and validated it on a large-scale, multi-cohort dataset (Figure 1). The core of our study is a large-scale discovery cohort, COMPASS-Main, which includes longitudinal data from 2,810,742 individuals.

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On Sept. 13, thirteen sophomores from Girl Scout Troop 33521 set out on kayaks from Nick’s Cove to Marshall Beach, traveling three miles past Hog Island in Tomales Bay with guides from Blue Water Kayak. They had been planning this trip for weeks and were excited to see the seasonal bioluminescence during their camping trip. With bags strapped onto the front and back of dual kayaks and food and tents piled into a small motorboat, they pushed off into the cold water for a long paddle..