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What's carving active gullies on Mars? It's not water

Scientists were shocked when they received the first images of Martian gullies. They were even more shocked as those gullies appeared to change over time. Their similarities to gullies seen on Earth were uncanny, but all of Earth's gullies are formed by water runoff, and Mars is too cold and has too sparse an atmosphere to have liquid water on its surface. Whatever has been causing those changing gullies couldn't have been water, so what was it? A new paper from Apolline Leclef of the Institut d'Astrophysique Spatiale at Université Paris-Saclay and her colleagues, available on the arXiv preprint server, shows how they are likely caused by CO2 frost turning into a fluid.

Phys.orgPhys.org11 Sept

Turkey-monitoring AI forecasts body weight three weeks ahead with 93% accuracy

Body weight monitoring is one of the most important tools for poultry farmers. It provides valuable information about growth, uniformity, feed conversion efficiency—how well birds turn feed into meat—and the occurrence of diseases in a flock. But obtaining frequent and accurate body weight measurements is a significant challenge in commercial poultry production, according to researchers at Penn State who may have developed a solution.

Phys.orgPhys.org11 Sept

Release of open AI model trained on 17 years of lunar data maps ice, craters and volcanoes

NASA is bringing artificial intelligence to the study of the moon, helping researchers transform how they analyze its surface. In an ongoing collaboration with IBM Research and several academic institutions, NASA has launched the NASA-IBM Lunar Foundation Model, one of the first open-source AI models built specifically for lunar science. The model, trained primarily on data from NASA's Lunar Reconnaissance Orbiter (LRO), is hosted publicly on Hugging Face for anyone to use, with the complete codebase available on GitHub for testing and experimentation.

Phys.orgPhys.org11 Sept

When a company 'believes' something false that causes harm, who's to blame? Professor offers a new answer

When Boeing certified the 737 Max in 2017 as safe to fly, a flight-control system it had approved caused two crashes that killed 346 people. When Takata kept shipping airbag inflators it had cleared for use, the devices exploded on impact, triggering the largest automotive recall in U.S. history. When a Hollywood armorer handed Alec Baldwin a gun on the set of "Rust," she believed it held no live rounds, but it did, and the shot killed cinematographer Halyna Hutchins.

Phys.orgPhys.org11 Sept

Low-cost phone lessons keep children learning during emergency school closures across five countries

The COVID-19 pandemic lockdowns forced people to find ways to get things done remotely. Companies developed systems that made working from home run smoothly. Educators also had to shift to mobile phones and group video calls to get their lessons across and make sure students didn't lose out on their progress. This exposed the need for education systems to be more resilient and adaptive to local and global disruptions.

Phys.orgPhys.org11 Sept