We present a class of efficient models called MobileNets for mobile and embedded vision
applications. MobileNets are based on a streamlined architecture that uses depth-wise …

We investigate multiple techniques to improve upon the current state of the art deep
convolutional neural network based image classification pipeline. The techiques include adding …

We assembled an ancestrally diverse collection of genome-wide association studies (GWAS)
of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non…

Meta-analyses of genome-wide association studies (GWAS) have identified more than 240
loci that are associated with type 2 diabetes (T2D) 1 , 2 ; however, most of these loci have …

Previous studies have linked work, home production, travel activities and inactivity with
weight and health outcomes. However, these focused on average physical activity ( PA ) over …

BACKGROUND The prevention and control of hypertension is an essential component for
reducing the burden of cardiovascular diseases. Here we describe the prevalence of …

Objective Prior studies found conflicting results about whether lupus is likely to flare during or
after pregnancy. Using a large cohort of pregnant and non-pregnant women with lupus, we …

OBJECTIVE To examine the secular trends in risk factors, estimate their impact on type 2
diabetes burden from 1991 to 2011, and project trends in the next 20 years. RESEARCH …

Background : Cardiovascular disease (CVD) is a leading cause of death in China. Evaluation
of risk factors and their impacts on disease burden is important for future public health …

Objective In adulthood, excess BMI is associated with cardiovascular disease (CVD); it is
unknown whether risk differs by BMI trajectories from adolescence to adulthood. Design and …