Digital Modeling on Large Kernel Metamaterial Neural Network.

Deep neural networks (DNNs) utilized recently are physically deployed with computational units (e.g., CPUs and GPUs).

Broadband and large-aperture metasurface edge encoders for incoherent infrared radiation.

The prevalence of computer vision systems necessitates hardware-based approaches to relieve the high computational demand of deep neural networks in resource-limited applications. One solution would be to off-load low-level image feature extraction, such as edge detection, from the digital network to the analog imaging system. To that end, this work demonstrates incoherent, broadband, low-noise optical edge detection of real-world scenes by combining the wavefront shaping of a 24-mm aperture metasurface with a refractive lens.

The Impact of Mindfulness-Based Interventions on Objective Physiological Measures of Autonomic Function for Individuals With Medical Conditions: A Review of the Evidence.

Objective: Autonomic dysregulation is common in many medical conditions and can have a widespread, negative impact on multiple bodily systems, leading to poorer health outcomes. Thus, addressing autonomic dysregulation as part of a comprehensive treatment plan is important. The goal of this study was to gain a better understanding of the physiological benefits of a mindfulness-based intervention (MBI) for a population with medical conditions, using validated, objective measures of autonomic functioning.

Canine detection of chronic wasting disease (CWD) in laboratory and field settings.

Chronic wasting disease (CWD) is a fatal transmissible spongiform encephalopathy that affects both free-ranging and farmed cervid species, including mule deer, white-tailed deer, and elk (, and ). Due to the long incubation period and variability of clinical signs, CWD can expand and spread to new areas before they reach diagnostically detectable levels. Antemortem testing methods currently available can be difficult to obtain and to be applied to the large numbers required for adequate surveillance.

Does proximity of positive prostate biopsy core to capsular margin help predict side-specific extracapsular extension at prostatectomy?

Introduction: To determine whether quantifying the proximity of positive prostate biopsy cores to the capsular edge may aid in identifying patients at risk for extracapsular extension (ECE) at the time of radical prostatectomy (RP).

Materials And Methods: We reviewed a single-surgeon experience of 429 systematic transrectal prostate biopsies from 2010-2014. Marking ink was applied to the capsular edge ex vivo following specimen acquisition, and the proximity of cancer to the stained capsular edge was measured.