Stopping rules for multi-category computerized classification testing

Computerized classification testing (CCT) aims to classify persons into one of two or more possible categories to make decisions such as mastery/non-mastery or meet most/meet all/exceed. A defining feature of CCT is its stopping criterion: the test terminates when there is enough confidence to make a decision. There is abundant research on CCT with a single cut-off, and two common stopping criteria are the sequential probability ratio test (SPRT) statistic and the generalized likelihood ratio statistic (GLR). However, there is a relative scarcity of research extending the SPRT to the multi-hypothesis case for when there is more than one cut-off. In this paper, we propose a new multi-category GLR (mGLR) statistic as well as a stochastically curtailed version of the CCT with three or more categories. A simulation study was conducted to show that the mGLR statistic outperformed the existing stopping rules by generating shorter average test length without sacrificing classification accuracy. Results also revealed that the stochastically curtailed mGLR successfully increased test efficiency in certain testing conditions.     

Comparing Chinese youth with American youth on adjustment: An illustration of measurement issues in cross-cultural research

In this article, we used results from two studies to show the need to go beyond linguistic equivalence to establish construct validity and measurement invariance in cross-cultural research. Study 1 examined Rosenberg Self-Esteem (RSE; 10 items) data from 156 Mainland Chinese youth (M = 13.8 years, SD = .53) and 213 Chinese-American youth (M = 13.6 years, SD = 2.1) from high socioeconomic status (SES) families. The Chinese translation of the RSE has been widely used. Study 2 included 1060 Mainland Chinese youth (M = 15.6 years, SD = 2.3) and 412 racially diverse American youth (M = 16.0, SD = 2.9) from all SES backgrounds. Data were collected with the third and newest edition of the Behavioural Assessment System for Children-Self Report of Personality (BASC-3-SRP; 189 items). We translated and back-translated the BASC-3-SRP between English and Chinese to establish linguistic equivalence. All participants were females. Study 1 showed that the RSE had acceptable internal consistency but lacked construct validity. Study 2 showed that the original and the translated BASC-3-SRP had good internal consistency and construct validity, but nine of its 16 subscales lacked measurement invariance. These results highlight measurement issues facing international and cross-cultural research.     

From Implicit Theories to Creative Achievements: The Mediating Role of Creativity Motivation in the Relationship between Stereotypes,Growth Mindset,and Creative Achievement

Research has demonstrated that implicit theories of creativity are crucial in shaping an individual’s behavior and real‐life decisions toward being creative. The present study proposed and examined the underlying mechanisms of how two kinds of implicit theories—the growth mindset of the creative self and the stereotype of creative others—are associated with creative achievements through the mediating role of creativity motivation. Participants were 606 undergraduate students who were enrolled in an education major in two universities in China. Overall, the study found that Chinese students held a positive image toward a creative student, regarding him or her as highly competent, warm, and popular. Student perceptions of a creative other were positively related to their growth mindset of creativity. Moreover, results verified both the mediating role of creativity motivation on growth mindset, as well as the effect of positive stereotyping of the creative other on students’ creative achievement. These findings point to promising creativity motivation strategies including the cultivation of a malleable view of creativity and of creative role models, that may, in turn, promote creative achievement by encouraging students to do, learn, and accomplish new things.     

Using EM Algorithm for Finite Mixtures and Reformed Supplemented EM for MIRT Calibration

Psychometrika - This study revisits the parameter estimation issues in multidimensional item response theory more thoroughly and investigates some computation details that have seldom been...     

被动性社交网站使用与青少年体像烦恼的关系:体像比较和体像自我差异的中介作用

为探讨被动性社交网站使用和青少年体像烦恼的关系,基于社会比较理论和自我差异理论,采用被动性社交网站使用问卷、社交网站体像比较量表、理想体像问卷和体像烦恼量表,对789名初、高中生进行调查。结果表明：（1）被动性社交网站使用对青少年体像烦恼具有显著的正向预测作用;（2）体像比较和体像自我差异能在被动性社交网站使用和体像烦恼的关系中起中介作用;（3）在被动性社交网站使用与体像烦恼的关系中,女生的体像比较和体像自我差异起并行中介作用,而对男生而言,体像比较和体像自我差异起链式中介作用。研究结果表明被动性社交网站使用不仅能直接影响青少年的体像烦恼,还可通过体像比较和体像自我差异的间接作用对青少年体像烦恼产生影响,且中介路径存在性别差异。     

述情障碍与中学生人际关系:有调节的中介模型

为明确述情障碍与中学生人际关系间关系的内在机制,采用中学生人际关系量表、多伦多述情障碍量表、社交焦虑量表及领悟社会支持量表调查了北京市、石家庄市、佳木斯市三所中学7至11年级共998名学生,根据述情障碍的筛查标准,最终获得218份有效数据。结论如下：（1）述情障碍与社交焦虑呈显著正相关,与人际关系、社会支持呈显著负相关;人际关系与社交焦虑呈显著负相关,而与社会支持呈显著正相关;社交焦虑与社会支持呈显著负相关;（2）社交焦虑在述情障碍与中学生人际关系间起中介作用;社会支持在述情障碍与中学生人际关系间起调节作用;（3）"述情障碍→社交焦虑→中学生人际关系"这一中介路径的前半段,受到社会支持的调节。与高社会支持个体相比,述情障碍对低社会支持个体的社交焦虑影响更大。     

基本需要在导师排斥感知与研究生心理健康的关系中的作用

为探讨导师排斥感知对研究生心理健康的影响及作用机制,本研究采用导师排斥感知问卷、基本需要问卷、生活满意度量表、简版流调中心抑郁量表及攻击问卷,对北京市六所本科院校的864名在校硕士和博士研究生进行问卷调查。结果发现：（1）导师排斥感知正向预测研究生的抑郁和攻击性,负向预测其生活满意度;（2）基本需要在导师排斥感知与研究生的生活满意度、抑郁之间起着完全中介作用,在导师排斥感知与攻击性之间起部分中介作用。结果表明,研究生导师排斥感知越强,基本需要的满足水平越低,进而导致研究生的抑郁水平越高、攻击性越强、生活满意度越低。即研究生感知的导师排斥感越强,其心理健康水平越低。     

父母学业参与、父母学业压力与青少年早期的学业投入:有调节的中介模型

为探讨父母学业参与和学业压力与青少年早期学业投入之间的关系,考察成就目标取向的中介作用,以及学业成就水平在该中介过程中的调节作用,对2487名初一学生进行测查,结果发现：（1）父母学业参与正向预测青少年早期个体的学业投入、负向预测学业抽离,父母学业压力正向预测学业抽离;（2）掌握目标取向在父母学业参与和青少年早期的学业投入之间起正向中介作用,在父母学业参与和学业抽离间发挥负向中介作用;表现回避目标取向在父母学业压力和学业抽离间具有正向中介作用;（3）掌握目标取向的中介作用受到学业成就水平的调节。研究结果揭示了父母学业参与和学业压力对青少年早期的学业投入的共同作用,为从家庭层面提高青少年的学业投入水平提供了参考。     

职场排斥对员工家庭的溢出效应：归属需求和工作家庭区隔偏好的作用

以往研究证实了职场排斥会对员工组织内诸多方面产生危害, 然而关于职场排斥向组织外部特别是家庭领域的溢出效应还知之甚少。本研究基于资源保存理论构建了一个有调节的中介效应模型, 探讨职场排斥对员工家庭贬损和家庭满意度的溢出效应和具体机制, 研究结果表明：(1)职场排斥对员工家庭贬损有显著正向作用, 对家庭满意度有显著负向作用; (2)工作压力中介了职场排斥与家庭贬损和家庭满意度的关系; (3)员工归属需求调节了职场排斥对工作压力的影响, 同时调节了工作压力在职场排斥与家庭贬损、家庭满意度之间的中介效应; (4)员工工作家庭区隔偏好调节了工作压力对家庭贬损和家庭满意度的作用, 并且调节了职场排斥通过工作压力对家庭贬损和家庭满意度的中介效应。     

中国人社会善念的心理结构

为探究中国人社会善念的心理结构, 研究采用人格词汇法, 在开放调查收集的词汇中选取代表社会善念的心理词语, 确立了社会善念词库。通过两次探索性因素分析和验证性因素分析, 得到包含18个人格特质词的社会善念词汇评定量表和包含17项描述的社会善念自陈量表。研究表明, 中国人的社会善念是一种具有二阶四因素结构的人际特质, 二阶是指宜人特质和外倾特质, 四因素分别是善良尊重、谦和恭逊、包容理解和积极开放。