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Polymathic: Simulation is one of the cornerstone tools of modern science and engineering

Using simulation-based techniques, scientists can ask how their ideas, actions, and designs will interact with the physical world. Yet this power is not without costs. Cutting edge simulations can often take months of supercomputer time. Surrogate models and machine learning are promising alternatives for accelerating these workflows, but the data hunger of machine learning has limited their impact to data-rich domains. Over the last few years, researchers have sought to side-step this data dependence through the use of foundation models— large models pretrained on large amounts of data which can accelerate the learning process by transferring knowledge from similar inputs, but this is not without its own challenges.

Lab-grown diamond coatings shown to prevent mineral scale in industrial pipes

In industrial pipes, mineral deposits build up the way limescale collects inside a kettle ⎯ only on a far larger and more expensive scale. Mineral scaling is a major issue in water and energy systems, where it slows flow, strains equipment and drives up costs.

A new study by Rice University engineers shows that lab-grown diamond coatings could resolve the issue, providing an alternative to chemical additives and mechanical cleaning, both of which offer only temporary relief and carry environmental or operational downsides.

“Because of these limitations, there is growing interest in materials that can naturally resist scale formation without constant intervention,” said Xiang Zhang, assistant research professor of materials science and nanoengineering and a first author on the study alongside Rice postdoctoral researcher Yifan Zhu. “Our work addresses this urgent need by identifying a coating material that can ‘stay clean’ on its own.”

Long-Term Personalized Adaptive Deep Brain Stimulation in Parkinson Disease: A Nonrandomized Clinical Trial

Long-term adaptive deep brain stimulation (aDBS) provided tolerable, effective, and safe therapy in persons with Parkinson disease whose symptoms were previously stable while receiving continuous DBS.


Question Is long-term adaptive deep brain stimulation (aDBS) tolerable and as effective and safe as continuous DBS (cDBS)?

Findings In this nonrandomized clinical trial with an open-label comparison between cDBS and aDBS, the primary outcome was met as the majority of participants receiving aDBS achieved a performance goal of good on-time (ie, time when symptoms were well controlled) without troublesome dyskinesia relative to stable cDBS therapy.

Meaning Long-term aDBS provided tolerable, effective, and safe therapy in persons with Parkinson disease whose symptoms were previously stable while receiving cDBS.

An excitatory circuit in the ventrolateral periaqueductal gray drives hypometabolic state during acute systemic inflammation

Xie et al. demonstrate that systemic inflammation activates a subset of glutamatergic neurons in the ventrolateral periaqueductal gray (vlPAG). Manipulating these vlPAG glutamatergic neurons and their projections to the nucleus tractus solitarius modulates inflammation-induced sickness behaviors and hypometabolic states, including hypothermia, cardiovascular depression, reduced locomotion, and appetite suppression.

Single-dose radiation before surgery can eradicate breast cancer

A single, targeted high dose of radiation delivered before other treatments could completely eradicate tumors in most women with early-stage, operable hormone-positive breast cancer, according to a study led by UT Southwestern Medical Center researchers. The findings, published in JAMA Network Open, could shift the paradigm for patients with the most common form of breast cancer, who typically undergo surgery before a regimen of radiation therapy.

“This is a major advance in the field,” said study leader Asal Rahimi, M.D., Professor of Radiation Oncology, Associate Vice Chair for Program Development, and Medical Director of the Clinical Research Office at the Harold C. Simmons Comprehensive Cancer Center. “This provides patients a significant time savings, spares a lot of their tissue from irradiation, and allows them to still undergo any type of oncoplastic surgery they may choose, all while very effectively treating their disease.”

Dr. James Giordano: The Brain is the Battlefield of the Future

Dr. James Giordano, Chief of the Neuroethics Studies Program and Scholar-in-Residence in the Pellegrino Center for Clinical Bioethics at Georgetown University, speaks to cadets and faculty about how advancements in neuroscience and neurotechnology will impact the future of war. This event was hosted by the Modern War Institute at West Point.

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