Gaussian variational estimation for multidimensional item response theory

Multidimensional item response theory (MIRT) is widely used in assessment and evaluation of educational and psychological tests. It models the individual response patterns by specifying a functional relationship between individuals' multiple latent traits and their responses to test items. One major challenge in parameter estimation in MIRT is that the likelihood involves intractable multidimensional integrals due to the latent variable structure. Various methods have been proposed that involve either direct numerical approximations to the integrals or Monte Carlo simulations. However, these methods are known to be computationally demanding in high dimensions and rely on sampling data points from a posterior distribution. We propose a new Gaussian variational expectation--maximization (GVEM) algorithm which adopts variational inference to approximate the intractable marginal likelihood by a computationally feasible lower bound. In addition, the proposed algorithm can be applied to assess the dimensionality of the latent traits in an exploratory analysis. Simulation studies are conducted to demonstrate the computational efficiency and estimation precision of the new GVEM algorithm compared to the popular alternative Metropolis–Hastings Robbins–Monro algorithm. In addition, theoretical results are presented to establish the consistency of the estimator from the new GVEM algorithm.     

Pinyin and English Invented Spelling in Chinese-Speaking Students Who Speak English as a Second Language

This study examined pinyin (the official phonetic system that transcribes the lexical tones and pronunciation of Chinese characters) invented spelling and English invented spelling in 72 Mandarin-speaking 6th graders who learned English as their second language. The pinyin invented spelling task measured segmental-level awareness including syllable and phoneme awareness, and suprasegmental-level awareness including lexical tones and tone sandhi in Chinese Mandarin. The English invented spelling task manipulated segmental-level awareness including syllable awareness and phoneme awareness, and suprasegmental-level awareness including word stress. This pinyin task outperformed a traditional phonological awareness task that only measured segmental-level awareness and may have optimal utility to measure unique phonological and linguistic features in Chinese reading. The pinyin invented spelling uniquely explained variance in Chinese conventional spelling and word reading in both languages. The English invented spelling uniquely explained variance in conventional spelling and word reading in both languages. Our findings appear to support the role of phonological activation in Chinese reading. Our experimental linguistic manipulations altered the phonological awareness item difficulties.     

Are training and transfer effects of working memory updating training modulated by achievement motivation?

Previous studies examining effects of working memory (WM) updating training revealed mixed results. One factor that might modulate training gains, and possibly also transfer of those gains to non-trained cognitive tasks, is achievement motivation. In the present Studies 1 and 2, students with either a high (HAM) or low (LAM) achievement motivation completed a 14-day visuospatial WM updating training program. In Study 2, the students also performed a set of tasks measuring other executive functions and fluid intelligence prior to and after training. In both studies, the HAM students displayed a larger training gain than the LAM students. Study 2 revealed that after training, both groups showed better performance on the near-transfer but not far-transfer tasks. Importantly, the differential training gain was not associated with better post-training performance for the HAM compared to the LAM students on any of the transfer tasks. These results are taken to support a modulatory role of achievement motivation on WM training benefits, but not on transfer of those benefits to other tasks. Possible reasons for the general improvement on the near-transfer tasks and the absence of a modulatory role of achievement motivation on transfer-task performance are discussed.     

The Effects of Gender Neuroessentialism on Transprejudice: An Experimental Study

This experimental study examined the impacts of gender neuroessentialism on stereotyping and prejudice against transgender people. We randomly assigned 132 Chinese, mostly heterosexual college students to read one of three fictitious articles in which the first article explained sex differences in personality and social behavior by neurological factors (biological determinist), a second article questioned this deterministic claim (interactionist), and a third article was unrelated to gender (neutral baseline). The biological determinist condition aimed to foster essentialist beliefs by priming the deterministic ways that the brain relates to personality and behavior, whereas the interactionist condition highlighted the interactive roles of the brain and environments on people’s personality and behavior. We found that participants in the biological determinist condition showed more negative stereotypes and stronger prejudicial attitudes toward transgender people compared with participants in the interactionist condition and those in the control condition. There were no significant differences in transprejudice between the interactionist and control conditions. The present study represents one of the few studies that examined the connection between gender essentialism and transprejudice. The findings suggest that essentialist claims that ground the male/female binary in biology may lead to more transprejudice.     

Multiple Levels of Family Factors and Oppositional Defiant Disorder Symptoms Among Chinese Children

Family factors are closely associated with child developmental outcomes. This study examined the relationship of oppositional defiant disorder (ODD) symptoms and factors at whole family, dyadic, and individual levels in Chinese children. Participants, who were recruited from 14 primary schools in north, east, and south‐west China, included 80 father‐child dyads and 169 mother‐child dyads. Children in the participating dyads were previously diagnosed with ODD. Results revealed that family cohesion/adaptability was indirectly associated with ODD symptoms via parent–child relationship and child emotion regulation. Parent–child relationship affected ODD symptoms directly and indirectly through child emotion regulation. In addition, the effects of family cohesion/adaptability on parent emotion regulation and child emotion regulation were mediated by the parent–child relationship. The tested model provides a comprehensive framework of how family factors at multiple levels are related to child ODD symptoms and highlights the importance of understanding child emotional and behavioral problems within the family context, more specifically within the multiple levels of family relationships.     

The entertainment value of conspiracy theories

Many citizens around the globe believe conspiracy theories. Why are conspiracy theories so appealing? Here, we propose that conspiracy theories elicit intense emotions independent of emotional valence. People therefore find conspiracy theories entertaining – that is, narratives that people perceive as interesting, exciting, and attention-grabbing – and such entertainment appraisals are positively associated with belief in them. Five studies supported these ideas. Participants were exposed to either a conspiratorial or a non-conspiratorial text about the Notre Dame fire (Study 1) or the death of Jeffrey Epstein (preregistered Study 2). The conspiratorial text elicited stronger entertainment appraisals and intense emotions (independent of emotional valence) than the non-conspiratorial text; moreover, entertainment appraisals mediated the effects of the manipulation on conspiracy beliefs. Study 3 indicated that participants endorsed stronger conspiracy beliefs when an election event was described in an entertaining rather than a boring manner. Subsequent findings revealed that both organisational (Study 4) and societal conspiracy beliefs (Study 5) are positively associated with sensation seeking – a trait characterised by a preference for exciting and intense experiences. We conclude that one reason why people believe conspiracy theories is because they find them entertaining.     

主动性人格与大学生创业准备行为的关系:创业意向的中介效应与创业社会支持的调节作用

基于生态系统理论和有意创业行为的整合模型,本研究探讨了主动性人格与创业准备行为的关系,以及创业意向的中介效应和创业社会支持的调节作用。对1659名大学生进行问卷调查,结果表明:(1)主动性人格正向预测创业准备行为;(2)创业意向在主动性人格和创业准备行为的关系中起部分中介作用;(3)创业社会支持调节主动性人格通过创业意向预测创业准备行为的前半段,预示着高创业社会支持可能会增强主动性人格对创业意向的积极影响,进而促进创业准备行为。研究结果反映了个体特质与环境因素的交互作用,对如何科学有效地促进大学生的创业准备行为具有启示意义。     

亲社会行为倾向的年龄差异:共情关怀和人际信任的链式中介效应

全球老龄化浪潮正在来临,亲社会行为倾向的年龄差异受到广泛关注。基于第六次世界价值观调查数据集,运用39887个全球成年样本对全球人口亲社会行为倾向的年龄差异进行检验,并探究年龄通过共情关怀和人际信任影响亲社会行为的中介机制。结果表明:全球范围内,年龄显著正向影响亲社会行为倾向,共情关怀不存在显著的年龄差异,人际信任在年龄和亲社会行为倾向之间起显著的中介效应。研究结果对考察亲社会行为倾向的年龄差异及其作用机制具有重要理论价值和实践意义。     

具身道德隐喻映射机制的双向性及其问题——基于具身效应“可重复性危机”的思考

具身认知研究虽已取得令人瞩目的进展,但某些具身效应存在可重复性较低的问题。若长期忽视这一问题,将严重损害心理学的科学性,甚至引发一定程度的“可重复性危机”。本文从道德概念清洁隐喻的两大映射方向出发,基于两大实验类型对相关研究中可能存在的问题因素分别展开分析。未来研究应关注更注重社会互动的组织道德,将道德概念具身隐喻研究引申到现实问题中,并借助认知神经科学技术更全面地考察身体经验、情绪体验和认知加工在道德清洁隐喻加工中的作用。     

青少年社交焦虑与学习投入的关系:意向性自我调节的解释作用及其年龄差异

本研究以6所初中、高中和大学1597名青少年为被试,一方面考察了社交焦虑、意向性自我调节和学习投入在青少年发展中的特点;另一方面考察了青少年社交焦虑与学习投入之间的关系,以及意向性自我调节在两者关系的中介作用及其不同青少年期之间的差异。结果发现：（1）随着青少年年龄增长其社交焦虑水平降低,相对于青少年中晚期,青少年中期学习投入水平较低;（2）社交焦虑可以显著负向预测青少年的学习投入;（3）意向性自我调节在社交焦虑与青少年学习投入之间起中介作用;（4）青少年中晚期群体意向性自我调节的中介作用显著,但是青少年早期意向性自我调节的中介作用不显著。结果表明：首先,青少年随着年龄的增长可以减缓社交焦虑水平;其次,青少年中期面临复杂的发展任务,这样不利于其学习投入;最后,社交焦虑可以显著预测青少年学习投入,并且在青少年中晚期意向性自我调节是两者关系的中介桥梁。