New strategies for addressing the diversity-validity dilemma with big data.

The diversity-validity dilemma is one of the enduring challenges in personnel selection. Technological advances and new techniques for analyzing data within the fields of machine learning and industrial organizational psychology, however, are opening up innovative ways of addressing this dilemma. Given these rapid advances, we first present a framework unifying analytical methods commonly used in these two fields to reduce group differences.

Immunoglobulins in dogs: correspondence and maturation in 15 litters of German shepherd dogs and their dams.

Some dog breeds, including the German shepherd dog (GSD), are predisposed to immune-related disorders. The authors prospectively described development of serum and faecal IgA and serum IgE in GSD from puppies until adulthood and the relationship between mothers and their offspring. Further, the authors tested whether dogs with lower serum IgA also have low faecal IgA and/or serum IgE.

Multi-layer deformation estimation for fluoroscopic imaging.

Accurate estimation of motion in fluoroscopic imaging sequences is critical for improved frame interpolation/extrapolation, tracking of surgical instruments, and Digital Subtraction Angiography (DSA). The projection of multiple transparent objects undergoing multiple complicated deformations in 3D onto a single 2D view makes this motion estimation problem quite challenging and ill-suited to existing techniques used in medical image analysis. We propose a novel method for jointly decomposing the observed image into a set of additive layers each associated with its corresponding smooth nonlinear deformation, which together model the non-smooth motion observed in the projection images across several frames.

Sonochemical deposition of magnetite on silver nanocrystals.

Sonochemical irradiation of iron (II) acetate aqueous solution in presence of silver nanopowder resulted in deposition of magnetite nanoparticles on silver nanocrystals, and imparted them with magnetic properties. The Ag-Fe(3)O(4) nanocomposite is well attracted to a permanent magnet, and demonstrates superparamagnetic behavior typical of nanomaterials in a magnetic field. The characterization of the product by X-ray diffraction (XRD), transmission electron microscopy (TEM), high resolution transmission electron microscopy (HR TEM), energy-dispersive X-ray analysis (EDX), and X-ray photoelectron spectroscopy (XPS) reveal the presence of two phases of the silver and the magnetite, but no chemical interaction between them has been found.

Getting a library of activities from a single compound: tunability and very large shifts in acidity constants induced by sol--gel entrapped micelles.

Acidity constants (in terms of K(i) values) can be fine-tuned, their values can be pushed to extremes, and their location can be placed either at the basic or acidic range of the pH scale, by tailoring intra-cage properties of SiO(2) sol--gel materials with surfactants. With the entrapped "solid-state pseudomicelles", an 8-orders magnitude K(i) shift--from the high-basic pH region to the acidic one--was obtained for acid fuchsin (AF); and tunability of the pK(i) values of the solvatochromic dye E(T)(30) and of crystal violet over much of the pH scale was achieved. This tailoring of various activities from the same dopant was achieved either by utilizing surfactants of different nature or by utilizing mixtures of anionic/cationic surfactants.