Broadway

As online social media platforms continue to proliferate, users are faced with an overwhelming amount of information, making it challenging to filter and locate relevant information. While personalized recommendation algorithms have been developed to help, most existing models primarily rely on user behavior observations such as viewing history, often overlooking the intricate connection between the reading content and the user’s prior knowledge and interest. This disconnect can consequently lead to a paucity of diverse and personalized recommendations. In this paper, we propose a novel approach to tackle the multifaceted issue of recommendation. We introduce the Dual-Observation-based approach for the Recommendation (DOR) system, a novel model leveraging dual observation mechanisms integrated into a deep neural network. Our approach is designed to identify both the core theme of an article and the user’s unique engagement with the article, considering the user’s belief network, i.e., a reflection of their personal interests and biases. Extensive experiments have been conducted using real-world datasets, in which the DOR model was compared against a number of state-of-the-art baselines. The experimental results explicitly demonstrate the reliability and effectiveness of the DOR model, highlighting its superior performance in news recommendation tasks.

SummarySustainable Development Goal 2.2, to end malnutrition by 2030, includes elimination of child wasting, defined as weight-for-length more than 2 standard deviations below international standards. Prevailing methods to measure wasting rely on cross-sectional surveys that cannot measure onset, recovery, and persistence — key features that inform preventive interventions and disease burden estimates. We analyzed 21 longitudinal cohorts to show wasting is a highly dynamic process of onset and recovery, with incidence peaking between birth and 3 months. By age 24 months 29.2% of children had experienced at least one wasting episode, more than 5-fold higher than point prevalence (5.6%), demonstrating that wasting affects far more children than can be inferred through cross-sectional surveys. Children wasted before 6 months had faster recovery and shorter episodes than children wasted at older ages, but early wasting increased the risk of later growth faltering, including concurrent wasting and stunting (low height-for-age), increasing their risk of mortality. In diverse populations with high seasonal rainfall, population average weight-for-length varied substantially (>0.5 z in some cohorts), with the lowest mean Z-scores during the rainiest months, creating potential for seasonally targeted interventions. Our results elevate the importance of establishing interventions to prevent wasting from birth to age 6 months, likely through improved maternal nutrition, to complement current programs that focus on children ages 6-59 months.

A hybrid surfactant/polyoxometalate compound was synthesized by combining isopolytungstate anions with the cationic surfactant cetyltrimethylammonium bromide (CTA-Br) to produce a hierarchical compound that we identify as (CTA)7[H2W12O40]Cl·2H2O. At room temperature the compound consisted of hexagonally ordered sheets of Keggin ions, with an intervening gallery containing alkyl-chains of the organic cations. The synthesis was highly dependent on solution pH, reaction time and the order in which the reactants were added. We examined the effect of temperature on the stability of (CTA)7[H2W12O40]Cl·2H2O using thermal gravimetric analysis, differential scanning calorimetry, FT-IR spectroscopy and in situ synchrotron X-ray diffraction, and found a step-wise conversion to monoclinic WOxvia a series of intermediates. Heating under nitrogen atmospheres accelerated transition events by ∼100 °C when compared to heating in air. During heating, the interplanar gallery at first expanded in a series of steps starting at 90 °C as the CTA+ amphiphiles changed orientation, before collapsing rapidly at 240 °C, a temperature coinciding with the removal of about 40% of the organic material. Between 240 and 320 °C, the material consisted of fragments of the Keggin ion cores, arranged in 2D hexagonally-packed sheets. At ∼330 °C, the Keggin ions were completely destroyed and replaced by bulk W17O47 which, upon further heating, transformed to bulk WO2 or WO3 depending on the environment.

Elemental bio-imaging using the technological advances of ICP-QQQ-MS.

Relatively little is known about the changing metalloproteome during early development. In this proof-of-concept study, we used size exclusion chromatography-inductively coupled plasma-mass spectrometry (SEC-ICP-MS) to examine the changing soluble metal-binding protein profiles for iron, copper and zinc during the development of the nematode, Caenorhabditis elegans. Samples of eggs, larval stages and young adults were compared using an approach selected to ensure weak metal-ligand bonds were maintained. All three metals showed marked changes in associated proteins and total metal levels per protein mass, and the pattern of this change was unique to each metal. Additionally, to characterise the shifting metabolic needs throughout each life stage we examined changing levels of phosphorus in each developmental stage. The utility of this method can be further exploited through integration with existing proteomics workflows to identify and track the changes in metal-containing proteins during key stages of development.

Metal biochemistry drives a diverse range of cellular processes associated with development, health and disease. Determining metal distribution, concentration and flux defines our understanding of these fundamental processes. A comprehensive analysis of biological systems requires a balance of analytical techniques that inform on metal quantity (sensitivity), chemical state (selectivity) and location (spatial resolution) with a high degree of certainty. A number of approaches are available for imaging metals from whole tissues down to subcellular organelles, as well as mapping metal turnover, protein association and redox state within these structures. Technological advances in micro- and nano-scale imaging are striving to achieve multi-dimensional and in vivo measures of metals while maintaining the native biochemical environment and physiological state. This Tutorial Review discusses state-of-the-art imaging technology as a guide to obtaining novel insight into the biology of metals, with sensitivity, selectivity and spatial resolution in focus.

In England and Wales, religious education (RE) in non-faith schools has gradually changed from Christian education to the study of many religions and philosophies. However, the core values of RE have continued to be related to concerns about social cohesion and the building of shared values. The article briefly discusses changes in RE since 1944 and then considers attitudes to RE among a group of year 11 pupils (age 15–16) in one large multicultural comprehensive school, collected through questionnaires and group discussions. The subject name had been changed from RE to Religious Studies (RS) in 2004. The focus here is on pupils’ ideas of ‘the perfect RS pupil’; used as a means to access their understandings of the subject’s aims and their teachers’ expectations. The most popular responses were that the ideal pupil would be knowledgeable about religions and be tolerant and empathetic. This is in accord with the current social and political agenda for RE but lays it open to criticism that tolerance becomes an end in itself encouraging indifference to religions rather than a critical, evaluative perspective.

Four polyimidazoles were used in the binding and cleavage studies with poly(U). The two polydisperse polyvinylimidazoles were previously described by others, while the other two new polymers of polyethyleneimines were prepared by cationic polymerization of oxazolines. The latter had imidazole units attached to each nitrogen of the polymers. They were characterized by gel permeation chromatography and had very low polydispersities. When they were partially protonated they bound to the poly(U) and catalyzed its cleavage by a process analogous to that used by the enzyme ribonuclease A. The kinetics of the cleavage were followed by an assay we had previously described using phosphodiesterase I from Crotalus venom after the cleavage processes. Cleavage of poly(U) with Zn(2+) was also examined, with and without the polymers. A scheme is described in which these cleavages could be made sequence selective with various RNAs, particularly with important targets, such as viral RNAs.