Suppose x is an unknown vector in Ropfm (a digital image or signal); we plan to measure n general linear functionals of x and then reconstruct. If x is known to be compressible by transform coding with a known transform, and we reconstruct via the nonlinear procedure defined here, the number of measurements n can be dramatically smaller than the size m. Thus, certain natural classes of images with m pixels need only n=O(m1/4log5/2(m)) nonadaptive nonpixel samples for faithful recovery, as opposed to the usual m pixel samples. More specifically, suppose x has a sparse representation in some orthonormal basis (e.g., wavelet, Fourier) or tight frame (e.g., curvelet, Gabor)-so the coefficients belong to an lscrp ball for 0<ples1. The N most important coefficients in that expansion allow reconstruction with lscr2 error O(N1/2-1p/). It is possible to design n=O(Nlog(m)) nonadaptive measurements allowing reconstruction with accuracy comparable to that attainable with direct knowledge of the N most important coefficients. Moreover, a good approximation to those N important coefficients is extracted from the n measurements by solving a linear program-Basis Pursuit in signal processing. The nonadaptive measurements have the character of "random" linear combinations of basis/frame elements. Our results use the notions of optimal recovery, of n-widths, and information-based complexity. We estimate the Gel'fand n-widths of lscrp balls in high-dimensional Euclidean space in the case 0<ples1, and give a criterion identifying near- optimal subspaces for Gel'fand n-widths. We show that "most" subspaces are near-optimal, and show that convex optimization (Basis Pursuit) is a near-optimal way to extract information derived from these near-optimal subspaces

Compressed sensing

XI. STRATEGIES FOR IMPROVING DIABETES CARE D iabetes is a chronic illness that requires continuing medical care and patient self-management education to prevent acute complications and to reduce the risk of long-term complications. Diabetes care is complex and requires that many issues, beyond glycemic control, be addressed. A large body of evidence exists that supports a range of interventions to improve diabetes outcomes. These standards of care are intended to provide clinicians, patients, researchers, payors, and other interested individuals with the components of diabetes care, treatment goals, and tools to evaluate the quality of care. While individual preferences, comorbidities, and other patient factors may require modification of goals, targets that are desirable for most patients with diabetes are provided. These standards are not intended to preclude more extensive evaluation and management of the patient by other specialists as needed. For more detailed information, refer to Bode (Ed.): Medical Management of Type 1 Diabetes (1), Burant (Ed): Medical Management of Type 2 Diabetes (2), and Klingensmith (Ed): Intensive Diabetes Management (3). The recommendations included are diagnostic and therapeutic actions that are known or believed to favorably affect health outcomes of patients with diabetes. A grading system (Table 1), developed by the American Diabetes Association (ADA) and modeled after existing methods, was utilized to clarify and codify the evidence that forms the basis for the recommendations. The level of evidence that supports each recommendation is listed after each recommendation using the letters A, B, C, or E.

Standards of Medical Care in Diabetes

Health literacy has been associated with health-related knowledge and patient comprehension. This systematic review updates a 2004 review and found 96 eligible studies that suggest that low health ...

Low Health Literacy and Health Outcomes: An Updated Systematic Review

Tracking Changes in SARS-CoV-2 Spike: Evidence that D614G Increases Infectivity of the COVID-19 Virus.

https://www.thelancet.com/pdfs/journals/langlo/PIIS2214-109X(13)70145-1.pdf

Global prevalence of age-related macular degeneration and disease burden projection for 2020 and 2040: a systematic review and meta-analysis.

Parents’ expectations regarding their children’s eye care: interview results

Today's health care environment explicitly emphasizes quality monitoring and improvement systems. To better understand the new concepts of quality, the quality systems currently used and under development at the Doheny Eye Institute, Los Angeles, Calif, and The Wilmer Ophthalmological Institute, Baltimore, Md, were reviewed and the underlying principles and pertinent examples extracted. In the future, quality monitoring will require measurement of rates of conformance with indicators of each of the three components of quality of care, ie, structures, processes, and outcomes. As such, significant changes in the philosophy of quality monitoring and development of newer and more advanced measures and indicators will be needed to meet the challenges of quality review in the new health care environment.

Evaluating Quality of Care in the New Health Care Environment

Purpose The tube lumen of a glaucoma drainage implant is prone to occlusion by a blood or fibrin clot due to its small caliber, relatively low flow rate, and the plasmoid nature of the aqueous humor passing through it in the early postoperative period. The use of tissue plasminogen activator in the management of drainage tube obstruction is described herein. Methods Two cases of drainage tube obstruction in patients with neovascular glaucoma treated with an intracameral injection of tissue plasminogen activator are reported. Results Resolution of tube obstruction following tissue plasminogen activator administration with spontaneous lowering of the intraocular pressure and bleb formation was achieved in both cases. Differentiation of tube obstruction from other causes of elevated intraocular pressure following installation of glaucoma drainage devices is discussed. Conclusion The intracameral injection of tissue plasminogen activator may relieve drainage tube obstruction secondary to a blood or fibrin clot, even in the absence of any visible clot covering the proximal tube ostium or within the anterior chamber portion of the tube. This approach should be considered, in selected cases, prior to more invasive surgical revision.

Paul P. Lee

Papers

Parents’ expectations regarding their children’s eye care: interview results

Evaluating Quality of Care in the New Health Care Environment

Tissue plasminogen activator and glaucoma drainage implants.

Outcomes and endpoints in glaucoma.

The Development of a Decision Analytic Model of Changes in Mean Deviation in People with Glaucoma: The COA Model