Sampling inequalities affect generalization of neuroimaging-based diagnostic classifiers in psychiatry.

Background: The development of machine learning models for aiding in the diagnosis of mental disorder is recognized as a significant breakthrough in the field of psychiatry. However, clinical practice of such models remains a challenge, with poor generalizability being a major limitation.

Methods: Here, we conducted a pre-registered meta-research assessment on neuroimaging-based models in the psychiatric literature, quantitatively examining global and regional sampling issues over recent decades, from a view that has been relatively underexplored.

Engaging the open science framework in quantifying and tracing scientists' research credits.

Preface illustration. The "first-last-author-credit" hierarchy has long been dominated in the scientific incentive system despite intensive calling for contribution-based credits (author contribution statement). In the scientific communities, senior researchers would still make a decision to recommend one's promotion based on first and last positions in authorship rather than their contributions.

A Positive Association between Working Memory Capacity and Human Creativity: A Meta-Analytic Evidence.

Creativity serves as a fountain for social and scientific development. As one of the most crucial human capabilities, creativity has been believed to be supported by the core component of higher cognitive functions—working memory capacity (WMC). However, the evidence supporting the association between WMC and creativity remains contradictory.

Revision and psychometric properties of the negative cognitive processing bias scale.

Negative cognitive processing bias (NCPB) is a cognitive trait that makes individuals more inclined to prioritize negative external stimuli (cues) when processing information. Cognitive biases have long been observed in mood and anxiety disorders, improving validation of tools to measure this phenomenon will aid us to determine whether there is a robust relationship between NCPB and major depressive disorder, anxiety disorders and other clinical disorders. Despite the development of an initial measure of this trait, that is, the negative cognitive processing bias questionnaire (NCPBQ), the lack of psychometric examinations and applications in large-scale samples hinders the determination of its reliability and validity and further limits our understanding of how to measure the NCPB traits of individuals accurately.

Attitude and Performance for Online Learning during COVID-19 Pandemic: A Meta-Analytic Evidence.

The COVID-19 pandemic prominently hit almost all the aspects of our life, especially in routine education. For public health security, online learning has to be enforced to replace classroom learning. Thus, it is a priority to clarify how these changes impacted students.

The mucosal adjuvant effect of plant polysaccharides for induction of protective immunity against Helicobacter pylori infection.

Some plant polysaccharides (PPSs) had been used as the adjuvants for systemic vaccination. In this study, we investigated whether PPSs could exhibit adjuvant effect at the mucosa. Groups of mice were intranasally immunized with Epimedium Polysaccharide (EPS), Trollius chinensis polysaccharide (TCPS), Siberian solomonseal rhizome polysaccharide (SSRPS) and Astragalus polysaccharides (APS) together with ovalbumin (OVA).