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.

https://cdr.lib.unc.edu/downloads/xk81jq91m

Use of a standardized patient satisfaction questionnaire to assess the quality of care provided by ophthalmology residents.

Intraocular Pressure Reduction after Phacoemulsification versus Manual Small-Incision Cataract Surgery: A Randomized Controlled Trial

Objective To examine if racial differences exist in longitudinal care patterns for Medicare beneficiaries with glaucoma. Methods We analyzed national longitudinal Medicare claims data from January 1, 1991, through December 31, 1999 in 21 644 Medicare beneficiaries linked to the National Long-Term Care Survey. Logistic regression was used to predict whether a person underwent an eye examination or eye surgery during the year, and negative binomial regression was used to predict the number of eye examinations and surgical procedures for glaucoma per year. Annual use of eye examinations was nearly identical for black persons (1.85 per year) and white persons (1.89 per year), whereas surgery rates were higher among blacks (0.15) than whites (0.08, P Results Blacks were more likely than whites to have glaucoma diagnosed, but rates among whites were higher than in prior population-based studies. When we controlled for other factors, blacks were not significantly less likely to undergo eye examination during the year; however, blacks were 78% more likely to undergo surgery ( P P Conclusions No systematic pattern was found of underuse among blacks relative to whites after glaucoma diagnosis. Higher rates of surgery among blacks may indicate delayed onset of care and/or greater disease severity.

https://jamanetwork.com/journals/jamaophthalmology/articlepdf/417409/eeb30085.pdf

Paul P. Lee

Papers

Use of a standardized patient satisfaction questionnaire to assess the quality of care provided by ophthalmology residents.

Intraocular Pressure Reduction after Phacoemulsification versus Manual Small-Incision Cataract Surgery: A Randomized Controlled Trial

Racial differences in glaucoma care : The longitudinal pattern of care

Conformance with preferred practice patterns in caring for patients with glaucoma.

Aqueous Tube Shunt to a Pre-existing Episcleral Encircling Element in the Treatment of Complicated Glaucomas