Extracting the Variance Inflation Factor and Other Multicollinearity Diagnostics from Typical Regression Results

Multicollinearity is a potential problem in all regression analyses. However, the examination of multicollinearity is rarely reported in primary studies. In this article we discuss and show several post hoc methods for assessing multicollinearity. One such multicollinearity diagnostic is the variance inflation factor. We outline the post hoc variance inflation factor method, which computes the variance inflation factor from the standardized regression coefficient and semi-partial correlation, both of which can be calculated from commonly reported regression results. Three examples of computing multicollinearity diagnostics using data from published studies are shown. We conclude with a discussion and practical implications.     

Math Talk and Student Strategy Trajectories: The Case of Two First Grade Classrooms

This study investigated different math-talk facilitations, and conceptualized the teachers' talk moves for productive student mathematics discussions. Our findings suggest that students' strategy development is supported by talk moves coordinating a wide range of student strategies, representations and discussions that are at a process-level and maintain student ownership of ideas, and transitional strategies that connect students' beginning ideas with target strategies.     

On the AlN precipitation and grain refinement in the Al(N)-added medium C–Mn steels

The precipitation of AlN particles and grain refinement in the Al(N)-added medium C–Mn steel have been studied using a Gleeble hot-deformation simulator and extraction replica TEM technique. No significant grain refinement occurs during either hot-rolling or hot-deformation/isothermal-holding, which is due to the absence of AlN precipitation; the lack of precipitation is caused by an unusually high-energy barrier for nucleation. Abrupt grain refinement occurs on reheating because of the copious precipitation of AlN during reheating. The copious precipitation of AlN during reheating is possible because thermally unstable Fe-rich sulphides act as precursors for AlN precipitation during reheating.     

Korean American Adolescents’ Depression and Religiousness/Spirituality: Are There Gender Differences?

The purpose of this study was to examine depression and religiousness/spirituality (R/S) in Korean American adolescents with an interest in exploring gender differences. The sample consisted of 182 adolescents attending ethnic Catholic churches in the NY and NJ metropolitan area. Depressive symptoms were assessed using the Center for Epidemiologic Studies-Depression Scale, and R/S was measured by the Brief Multidimensional Measure of Religiousness/Spirituality. Results suggest no gender difference in depression, but a high rate of depression in both genders. Additionally, girls showed higher levels of Forgiveness and boys showed higher levels of Negative Religious Coping. Further, we found four R/S variables are associated with depression in each gender: Daily Spiritual Experiences, Forgiveness, Positive Religious Coping, and Negative Religious Coping for girls; and Forgiveness, Negative Religious Coping, Congregational Support, and Overall Self-Ranking for boys. Lastly, the four R/S variables together explained 20 % and 23 % of the variance in depression for boys and girls, respectively, with Forgiveness and Negative Religious Coping remaining significant for girls, and Negative Religious Coping staying significant for boys. The current findings are discussed along with limitations and directions for future research, and clinical implications.     

Parenting Assessed by Observation versus Parent-report: Moderation by Parent Distress and Family Socioeconomic Status

Assessment of parenting frequently relies on parent self-report despite well-documented discrepancies between this methodology and observational measures. In the current study, we investigated patterns of disagreement between self-reported and observational measures of positive parenting and negative parenting with 102 dyads of parents and 4–6 year-old children. Specifically, we tested whether differences in parent distress and family socioeconomic status (SES) moderated the association between self-reported and observed parenting. Results showed significant interactions with less agreement between self-report and observational measures among parents reporting higher levels of distress and among families from lower SES backgrounds. Effects were more pronounced in models of negative parenting than those of positive parenting. Findings suggest that two factors relevant to parenting quality, emotional distress and SES, predict meaningful differences in manner of parent-report relative to observational measures. We discuss implications for the extant literature and for future efforts regarding effective and efficient parenting measurement.     

The Multilevel Modality-Switch Effect: What Happens When We See the Bees Buzzing and Hear the Diamonds Glistening

Previous studies demonstrated that the sequential verification of different sensory modality properties for concepts (e.g., BLENDER-loud; BANANA-yellow) brings about a processing cost, known as the modality-switch effect. We report an experiment designed to assess the influence of the mode of presentation (i.e., visual, aural) of stimuli on the modality-switch effect in a property verification and lexical decision priming paradigm. Participants were required to perform a property verification or a lexical decision task on a target sentence (e.g., “a BEE buzzes”, “a DIAMOND glistens”) presented either visually or aurally after having been presented with a prime sentence (e.g., “the LIGHT is flickering”, “the SOUND is echoing”) that could either share both, one or none of the target’s mode of presentation and content modality. Results show that the mode of presentation of stimuli affects the conceptual modality-switch effect. Furthermore, the depth of processing required by the task modulates the complex interplay of perceptual and semantic information. We conclude that the MSE is a task-related, multilevel effect which can occur on two different levels of information processing (i.e., perceptual and semantic).     

Child Abuse—Suicide Resilience Link in African American Women: Interpersonal Psychological Mediators

The interpersonal-psychological theory of suicidal behavior (IPTS) is an exemplary model for understanding the desire for suicidal behavior. As such, it is important to explore its applicability in ethnoracial minority groups at increasing risk for suicidal behavior, such as low-income, African American women. Guided by the IPTS, the current study used 5 parallel mediation models to examine if there are links between individual types of childhood abuse (physical, sexual, emotional) and suicide resilience, and between cumulative abuse (higher levels of abuse inclusive of all three types, more types of severe levels of abuse) and suicide resilience, and whether the three components of the model (thwarted belongingness, perceived burdensomeness, acquired capability for suicide) mediate these associations. In a sample of low-income, African American women (n = 179), higher levels of each of the 3 types of childhood abuse and cumulative abuse correlated with lower levels of suicide resilience. Parallel mediation analyses using bootstrapping techniques revealed that increased acquired capability for suicide mediated all 5 associations and perceived burdensomeness mediated 3 of the links (emotional abuse, cumulative abuse, and cumulative abuse–severe with suicide resilience). Attention is paid to the clinical implications of the findings in terms of attending to the acquired capability for suicide and suicide resilience in the assessment and treatment of low-income, suicidal, African American women.     

Visual cues of motion that trigger animacy perception at birth: the case of self‐propulsion

Self‐propelled motion is a powerful cue that conveys information that an object is animate. In this case, animate refers to an entity's capacity to initiate motion without an applied external force. Sensitivity to this motion cue is present in infants that are a few months old, but whether this sensitivity is experience‐dependent or is already present at birth is unknown. Here, we tested newborns to examine whether predispositions to process self‐produced motion cues underlying animacy perception were present soon after birth. We systematically manipulated the onset of motion by self‐propulsion (Experiment 1) and the change in trajectory direction in the presence or absence of direct contact with an external object (Experiments 2 and 3) to investigate how these motion cues determine preference in newborns. Overall, data demonstrated that, at least at birth, the self‐propelled onset of motion is a crucial visual cue that allowed newborns to differentiate between self‐ and non‐self‐propelled objects (Experiment 1) because when this cue was removed, newborns did not manifest any visual preference (Experiment 2), even if they were able to discriminate between the stimuli (Experiment 3). To our knowledge, this is the first study aimed at identifying sensitivity in human newborns to the most basic and rudimentary motion cues that reliably trigger perceptions of animacy in adults. Our findings are compatible with the hypothesis of the existence of inborn predispositions to visual cues of motion that trigger animacy perception in adults.     

The best teacher is like a famous mage everyone knows – Just not any of your favorites

This essay draws out the useful parallels between the best kind of teacher and the Good Witch of the North, Glinda, from The Wizard of Oz. Unappealing to many viewers or readers of the classic children's story, Glinda offers an inspiring reminder of four important pedagogical points: (1) the master teacher always treats her student as a peer; (2) the master teacher acknowledges and encourages her student's abilities but lets her learn how to exercise them on her own; (3) the master teacher is often not equivalent or even similar to anyone the student has encountered before; and (4) the master teacher is not a surrogate parent but a more distant figure.