Incorporating Demographic Embeddings Into Language Understanding

Meaning depends on context. This applies in obvious cases like deictics or sarcasm as well as more subtle situations like framing or persuasion. One key aspect of this is the identity of the participants in an interaction. Our interpretation of an utterance shifts based on a variety of factors, including personal history, background knowledge, and our relationship to the source. While obviously an incomplete model of individual differences, demographic factors provide a useful starting point and allow us to capture some of this variance. However, the relevance of specific demographic factors varies between situations—where age might be the key factor in one context, ideology might dominate in another. To address this challenge, we introduce a method for combining demographics and context into situated demographic embeddings—mapping representations into a continuous geometric space appropriate for the given domain, showing the resulting representations to be functional and interpretable. We further demonstrate how to make use of related external data so as to apply this approach in low‐resource situations. Finally, we show how these representations can be incorporated into improve modeling of real‐world natural language understanding tasks, improving model performance and helping with issues of data sparsity.     

Psychometric properties of the Purdue Pharmacist Directive Guidance (PPDG) Scale in a sample of diabetes patients in the Southwestern United States

Despite the fairly widespread adoption of the 10-item Purdue Pharmacist Directive Guidance Scale (PPDG) over the last decade, only one study has assessed its psychometric properties. The present study examined the validity and reliability of the scale in a sample of 99 diabetic patients in the Southwestern United States. Principal axis factor analysis with Varimax rotation yielded two factors, "Instruction" and "Feedback and Goal Setting," similar to those found when the scale was originally developed. Cronbach's alphas for the total scale and the two factors were 0.95, 0.95, and 0.92, respectively. The scale and the two factors correlated significantly and positively with number of visits by patients to the pharmacist in the past 3 mo. These results provide further evidence for the internal consistency, and construct and criterion-related validities of the scale.     

Profiles of Identity Exploration and Commitment Across Domains

We examined the relationships between family structure, gender and age and profiles of identity exploration and commitment in the ideological (occupation, values, politics, religion, gender roles) and interpersonal identity (dating, friendships, and family) domains among 388 young adults. The general profile revealed low exploration in both domains, with ideological exploration being the lower, compared to high and comparable levels of commitment in the two domains. Older participants explored more than younger ones, and females gave more attention to the interpersonal domain than did males. Participants from original families explored more in the interpersonal domain than in the ideological domain, but their commitment was the same for the two domains. Participants from non-original families explored in equal amounts in the two domains, but were more committed in the interpersonal domain compared to participants from original families. Participants from non-original families explored more in the ideological domain than did participants from original families. Our findings indicate that individuals from non-original families exhibit positive outcomes and strengths that are often overlooked in the literature.     

Multiplex Conflict: Examining the Effects of Overlapping Task and Relationship Conflict on Advice Seeking in Organizations

This study examines the extent to which multiplex conflict relationships, or those infused with both relationship and task conflict, are related to employee decisions regarding from whom to seek advice at work. Data were gathered from 75 employees in a medium-sized life sciences firm in the US Midwest and analyzed using social network analysis. Findings demonstrate that although employees were less likely to seek advice from someone with whom they experienced relationship conflict, employees were more likely to seek advice from those with whom they experienced task conflict. Moreover, advice was still sought from those with whom both forms of conflict were present simultaneously. The current study demonstrates that employees are willing to seek advice from those with whom there is task conflict despite the simultaneous presence of relationship conflict. Compared to relationships free of relationship conflict (e.g., friendships), those characterized by multiplex conflicts provide greater access to others with divergent perspectives while also reducing the need for advice seekers to invest resources towards the protection and maintenance of the positive affective portion of the relationship. Although much of the focus of conflict research has been directed towards intragroup task and relationship conflict, our multiplex social network approach provides a unique opportunity to explore the effects on advice seeking stemming from the co-occurrence of these distinct types of conflict within the same employee dyad. In doing so, we contribute to the continuing debate regarding the primacy of affective or cognitive concerns in judgment and behavior.     

Differences in Unit Cohesion and Combat-Related Mental Health Problems Based on Attachment Styles in US Military Veterans

This study explored the differences in perceived unit cohesion, trauma symptoms, depression symptoms, and anxiety symptoms controlling for childhood trauma, based on attachment style in US military veterans. Previous studies have reported that higher levels of military unit cohesion, bonding through the social relationships between service members and their larger units, and secure attachment, are negatively associated with trauma symptoms, depression symptoms, and anxiety symptoms in veterans. This study examined mental health distress symptoms as well as military unit cohesion across attachment styles. Results suggest mean differences in trauma symptoms, depression symptoms, and anxiety symptoms across attachment styles. However, there was no difference in perceived unit cohesion across the four attachment styles. Those using fearful-avoidant attachment styles reported the highest mean trauma, depression, and anxiety symptoms followed by those using a dismissing-avoidant attachment style. Those using a secure attachment style reported the least mean trauma, depression, and anxiety symptoms. Implications for assessing and treating avoidant type attachment styles are discussed.