Xiaoying Shi

Abstract Multi-cancer early detection (MCED) via blood tests expands single-cancer screening. Artificial intelligence (AI) can enhance MCED across the screening lifecycle, from test development to real-world implementation. Key challenges include algorithmic bias, generalizability, overdiagnosis, and governance. Emerging AI paradigms, digital twins, and personal health agents may support dynamic learning health systems.

Handling Editor: Zhongqiang Q. Chen , , , , and . 2026. “Vase-Shaped Microfossils From North China Suggest an Earlier Origin of Protozoa at ~1.56 Ga.” Geological Journal1–14. https://doi.org/10.1002/gj.70394. Data Availability Statement Data sharing not applicable to this article as no datasets were generated or analysed during the current study. Peer Review For transparency, the peer review documents associated with this article are available at https://doi.org/10.1002/gj.70394.

Abstract Flash flourishing describes rapid vegetation increases that can quickly reshape land–atmosphere exchanges and impacts on ecosystem, yet its large-scale precursors, circulation context, and sub-seasonal predictability remain poorly understood. Here, we identified onset-stage circulation regimes across northern extratropical latitudes (NEL; >30°N) using 200 and 1000 hPa geopotential height, and examined their regional expressions over eastern Asia, western North America, and Europe.