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Examining strategic diversity communication on social media using supervised machine learning: Development, validation and future research directions

In this paper, we present a digital tool named Diversity Perspectives in Social Media (DivPSM) which conducts automated content analysis of strategic diversity communication in organizational social media posts, using supervised machine-learning. DivPSM is trained to identify whether a post makes mention of diversity or a diversity-related issue, and to subsequently code for the presence of three diversity dimensions (cultural/ethnic/racial, gender, and LHGBTQ+ diversity) and three diversity perspectives (the moral, market, and innovation perspectives). In Study 1, we describe the training and validation of the instrument, and examine how it performs compared to human coders. Our findings confirm that DivPSM is sufficiently reliable for use in future research. In study 2, we illustrate the type of data that DivPSM generates, by analyzing the prevalence of strategic diversity communication in social media posts (n = 84,561) of large organizations in the Netherlands. Our results show that in this context gender diversity is most prevalent, followed by LHGBTQ+ and cultural/ethnic/racial diversity. Furthermore, gender diversity is often associated with the innovation perspective, whereas LHGBTQ+ diversity is more often associated with the moral perspective. Cultural/ethnic/racial diversity does not show strong associations with any of the perspectives. Theoretical implications and directions for future research are discussed at the end of the paper.

Parenting a child with Marfan syndrome

Marfan syndrome (MFS) is a multisystemic, autosomal dominant connective tissue disorder that occurs de novo in 25%. In many families, parent and child(ren) are affected, which may increase distress in parents. To assess distress, 42 mothers (29% MFS) and 25 fathers (60% MFS) of 43 affected children, completed the validated screening‐questionnaire Distress thermometer for parents of a chronically ill child, including questions on overall distress (score 0–10; ≥4 denoting “clinical distress”) and everyday problems (score 0–36). Data were compared to 1,134 control‐group‐parents of healthy children. Mothers reported significantly less overall distress (2, 1–4 vs. 3, 1–6; p = .049; r = −.07) and total everyday problems (3, 0–6 vs. 4, 1–8; p = .03; r = −.08) compared to control‐group‐mothers. Mothers without MFS reported significantly less overall distress compared to mothers with MFS, both of a child with MFS (1, 0–4 vs. 3.5, 2–5; p = .039; r = −.17). No significant differences were found between the father‐groups, nor between the group of healthy parents of an affected child living together with an affected partner compared to control‐group‐parents. No differences in percentages of clinical distress were reported between mothers and control‐group‐mothers (33 vs. 42%); fathers and control‐group‐fathers (28 vs. 32%); nor between the other groups. Distress was not associated with the children's MFS characteristics. Concluding, parents of a child with MFS did not show more clinical distress compared to parents of healthy children. However, clinical distress was reported in approximately one‐third and may increase in case of acute medical complications. We advise monitoring distress in parents of a child with MFS to provide targeted support.

Effects of social economic status and parenting values on adolescents’ expected field of study

Field of study decisions are important for children’s future life chances, as significant differences exist in terms of financial and status benefits across fields of study. We examine whether the economic or the cultural status of the parents is more influential in shaping their children’s expectations about their future field of study. We also test whether children’s expectations about field of study choices are mediated by the child-rearing values that parents hold. Results show that parental economic status increased the likelihood of adolescents expecting to opt for extrinsic rewarding fields of study. Adolescent girls, not boys, with high cultural status parents were more likely to expect to opt for intrinsically rewarding fields of study. An upbringing that is characterized by conformity increased the expectations of boys to choose an extrinsically rewarding study, while self-direction increased the expectations of girls to opt for an extrinsic field of study

Social interactions among nonparental adults and parents in the neighbourhood: a mixed-method vignette study

Supportive social interactions between nonparental adults (i.e. social work professionals, volunteers, and other parents that have contact with children but are not the primary caregiver), parents, and children are important for children’s well-being and development. Parenting styles, types of child behaviour, and location in the neighbourhood may influence these interactions. The aim of the present study was to identify when and how nonparental adults respond in interactions with other adults and children in the neighbourhood. A mixed-method study with vignettes and interviews (N = 114) was conducted to gain insight into which factors (parenting style, child behaviour, location in the neighbourhood) influence the nonparental adults’ intention to respond to children and/or parents. Nonparental adults indicated they were most likely to respond in the context of a permissive parenting style or a child’s externalising behaviour. Professionals more often felt responsible than parents and volunteers, although they did not respond more often. All three factors were related to the participants’ willingness to respond and promote a supportive social structure in the neighbourhood. Social work professionals and their organisations can use this study to identify social support interactions and to discuss their responsibilities.--Sociaal ondersteunende interacties tussen mede-opvoeders (zoals sociaal werk-professionals, vrijwilligers en andere ouders die contact met kinderen hebben, maar niet primair verantwoordelijk zijn) zijn belangrijk voor het welzijn en een positieve ontwikkeling van kinderen. Het doel van deze studie was inzicht geven in hoe mede-opvoeders reageren in interacties met andere opvoeders en kinderen in de buurt. Een mixed-method design met vignetten en interviews is toegepast om inzicht te krijgen in welke factoren (opvoedstijl, gedrag van een kind en locatie in de buurt) de reactie van mede-opvoeders beïnvloeden. Mede-opvoeders gaven aan dat ze het meest reageren in situaties waar sprake is van een permissieve opvoedingsstijl of externaliserend gedrag van een kind. Professionals voelen zich meer verantwoordelijk dan ouders en vrijwilligers, maar reageren niet vaker. Opvoedstijl, gedrag van het kind en locatie in de buurt hangen samen met de mate waarin respondenten reageren en om een ondersteunende sociale structuur in de buurt te bevorderen. Sociaal werkers en hun organisaties kunnen deze studie gebruiken om sociaal ondersteunende interacties te identificeren and over hun verantwoordelijkheid te discussiëren.

Development and evaluation of a fidelity tool in a post-discharge responsive parenting intervention program for very preterm born children

The TOP program is a fully implemented responsive parenting intervention for very preterm born infants. Fidelity monitoring of interventions is important for preserving program adherence, impact outcomes and to make evidence-based adaptations. The aim of this study was to develop a fidelity tool for the TOP program following an iterative and co-creative process and subsequently evaluate the reliability of the tool. Three consecutive phases were carried out. Phase I: Initial development and pilot testing two methods namely self-report and video based observation. Phase II: Adaptations and refinements. Phase III: Evaluation of the psychometric properties of the tool based on 20 intervention videos rated by three experts.The interrater reliability of the adherence and competence subscales was good (ICC.81 to .84) and varied from moderate to excellent for specific items (ICC between .51 and .98). The FITT displayed a high correlation (Spearman’s rho.79 to.82) between the subscales and total impression item. The co-creative and iterative process resulted in a clinical useful and reliable tool for evaluating fidelity in the TOP program. This study offers insights in the practical steps in the development of a fidelity assessment tool which can be used by other intervention developers.

Partners in Parenting: An Overview of the Literature on Parents‟ and Nonparental Adults‟ Perspectives on Shared Responsibilities in Childrearing