MIT researchers show how to create “humble” AI
Peer-Reviewed Publication
Updates every hour. Last Updated: 3-Apr-2026 02:15 ET (3-Apr-2026 06:15 GMT/UTC)
An MIT-led team developed a framework for creating “humble” AI systems that reveal when they are not confident in their medical diagnoses or recommendations, and encourage users to gather additional information when the diagnosis is uncertain.
Using a new model to study hydroxyl radicals (OH) — known as the “atmosphere’s detergent” for their ability to break down the powerful greenhouse gas methane — MIT scientists found a warming climate could lead to a modest increase in OH levels.
A new study evaluates how different three-dimensional crustal velocity models influence strong ground motion simulations in the seismically active Sichuan–Yunnan region of southwest China. Using the 2022 Mw 6.6 Luding earthquake as a case study, researchers compared ground motion predictions from nine representative velocity models based on peak ground velocity (PGV), a key engineering parameter. The results show that different models can systematically overestimate or underestimate shaking intensity, while averaging results from multiple models significantly improves prediction stability. The findings provide practical guidance for post-earthquake ground motion assessment and seismic hazard mitigation.
Scientists have pinpointed, for the first time, exactly when key oil- and gas-forming rocks developed in northwest China. By precisely dating tiny zircon crystals preserved in ancient volcanic ash, researchers built a high-resolution timeline for Carboniferous–Permian source rocks in the Junggar Basin and nearby regions. The study shows that these source rocks formed during three distinct time windows and that the shift from marine to land-based environments occurred at different times across the region. These findings resolve long-standing geological debates, support a step-by-step, “scissor-like” closure of the Paleo-Asian Ocean, and provide a crucial time guide for future energy exploration.