Reliable prediction of monopile self-weight penetration depth is essential for drivability assessment and installation planning but remains challenging because of nonlinear pile–soil interaction and limited field data. This study compiles records from 143 large-diameter monopiles at five Chinese offshore wind farms and develops a framework combining physics-guided feature engineering, conventional machine learning, and a physi...

Dexmedetomidine (DEX) induces a distinct state of “arousable sedation,” yet the neural circuits that sustain arousal capacity remain unclear. Here, we identified that 40 μg/kg DEX produced sedation from which animals could be transiently aroused by tactile stimulation of the back, whereas 100 μg/kg induced deeper, unresponsive sedation. Functional mapping revealed selective activation of the central medial thalamus (CMT). Fibe...

Invasive plant species present a growing ecological and economic challenge, and often adapt rapidly to their novel environments through complex demographic and evolutionary processes. Invasion genomics offers powerful tools to disentangle these processes, but most studies rely on geographically narrow sampling across native and non‐native ranges. Erigeron canadensis is a cosmopolitan weed native to North America that has succe...