17 research outputs found

    Dynamic Gaussian Splatting from Markerless Motion Capture can Reconstruct Infants Movements

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    Easy access to precise 3D tracking of movement could benefit many aspects of rehabilitation. A challenge to achieving this goal is that while there are many datasets and pretrained algorithms for able-bodied adults, algorithms trained on these datasets often fail to generalize to clinical populations including people with disabilities, infants, and neonates. Reliable movement analysis of infants and neonates is important as spontaneous movement behavior is an important indicator of neurological function and neurodevelopmental disability, which can help guide early interventions. We explored the application of dynamic Gaussian splatting to sparse markerless motion capture (MMC) data. Our approach leverages semantic segmentation masks to focus on the infant, significantly improving the initialization of the scene. Our results demonstrate the potential of this method in rendering novel views of scenes and tracking infant movements. This work paves the way for advanced movement analysis tools that can be applied to diverse clinical populations, with a particular emphasis on early detection in infants

    Large-eddy simulation in an anelastic framework with closed water and entropy balances

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    A large-eddy simulation (LES) framework is developed for simulating the dynamics of clouds and boundary layers with closed water and entropy balances. The framework is based on the anelastic equations in a formulation that remains accurate for deep convection. As prognostic variables, it uses total water and entropy, which are conserved in adiabatic and reversible processes, including reversible phase changes of water. This has numerical advantages for modeling clouds, in which reversible phase changes of water occur frequently. The equations of motion are discretized using higher-order weighted essentially nonoscillatory (WENO) discretization schemes with strong stability preserving time stepping. Numerical tests demonstrate that the WENO schemes yield simulations superior to centered schemes, even when the WENO schemes are used at coarser resolution. The framework is implemented in a new LES code written in Python and Cython, which makes the code transparent and easy to use for a wide user group

    Students as Consultants for Local Public Libraries: Leveraging High Impact Practices and Solving Real Problems

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    In an upper-level, writing-intensive, interdisciplinary general education course, students at CSU Channel Islands, an HSI institution, are appointed to one of six consulting teams to offer solutions to space or programming challenges at three branches of the Ventura County Library system. At the end of the course, students offer a consultant’s report and a professional presentation offering research-based solutions fitting different funding levels to the community partners. This presentation discusses (1) the work done to develop necessary partnerships with the local county library system through the University’s Center for Community Engagement, (2) the design of an upper-level undergraduate general education course that engages students with High Impact Practices including writing intensive coursework, collaborative assignments and projects, and community-based learning, (3) the challenges of implementing such a course when working with both a diverse student body and a diverse community, (4) feedback from both students and community partners about the experience, and (5) reflections by the faculty member and community engagement partner coordinator

    Severe reactive infectious mucocutaneous eruption mimicking drug-induced epidermal necrolysis triggered by norovirus

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    Reactive infectious mucocutaneous eruption (RIME) is an eruptive mucositis with varying degrees of cutaneous involvement presumed to be due to an immunologic response to various infectious pathogens. Most reported cases occur after a prodromal upper respiratory illness. We present a patient with a particularly severe case mimicking drug-induced epidermal necrolysis found to be triggered by asymptomatic norovirus infection, a virus not previously reported in association with RIME

    Hidradenitis Suppurativa in Pediatric Patients.

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    Hidradenitis suppurativa is a chronic inflammatory skin disorder primarily affecting apocrine gland-bearing areas, including the axillae, groin, and buttocks. It is reported in up to 2% of Western populations and with increasing incidence in children and adults. Nearly one-third of hidradenitis suppurativa cases occur in pediatric patients and nearly half of patients endorse initial symptoms in childhood. To date, there are few clinical studies and guidelines for pediatric hidradenitis suppurativa. Here, we review the epidemiology, clinical presentation, comorbidities, and management of pediatric hidradenitis suppurativa. We discuss barriers contributing to delays in diagnosis and the significant physical and emotional impact of the disease on children and adolescents
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