Verbal and pictorial single-item scales are as good as their 10-item counterparts for measuring perceived usability.

Single-item scales of perceived usability are attractive due to their efficiency and non-verbal scales are attractive because they enable collecting data from individuals irrespective of their language proficiency. We tested experimentally whether single-item verbal and pictorial scales can compete with their 10-item counterparts at reflecting the difference in usability between well-designed and poorly designed systems.  = 1079 (Experiment 1) and  = 1092 (Experiment 2) participants worked with two systems whose usability was experimentally manipulated.

Is Less Sometimes More? An Experimental Comparison of Four Measures of Perceived Usability.

Objective: In usability studies, the subjective component of usability, perceived usability, is often of interest besides the objective usability components, efficiency and effectiveness. Perceived usability is typically investigated using questionnaires. Our goal was to assess experimentally which of four perceived-usability questionnaires differing in length best reflects the difference in perceived usability between systems.

Interobserver agreement and prognostic value of image-based scoring systems in patients with primary sclerosing cholangitis.

Background: Primary sclerosing cholangitis (PSC) is a cholestatic liver disease that progresses to cirrhosis and liver failure. The Anali and Amsterdam scores are based upon imaging features on MRI and ERCP, respectively.

Aims: We aimed to compare the interobserver variability and performances of these scores.

ResMLP: Feedforward Networks for Image Classification With Data-Efficient Training.

We present ResMLP, an architecture built entirely upon multi-layer perceptrons for image classification. It is a simple residual network that alternates (i) a linear layer in which image patches interact, independently and identically across channels, and (ii) a two-layer feed-forward network in which channels interact independently per patch. When trained with a modern training strategy using heavy data-augmentation and optionally distillation, it attains surprisingly good accuracy/complexity trade-offs on ImageNet.

Fermented food Tempeh induces interleukin 12 and enhances macrophage phagocytosis.

It is known that lactic acid bacteria induce the IL-12. The IL-12 activates NK cells and promotes the production of IFN-γ. The IFN-γ activates macrophages resulting in enhanced phagocytosis and bactericidal activity.