Ontology specific visual canvas generation to facilitate sense-making-an algorithmic approach

Ontologies are domain-specific conceptualizations that are both human and machine-readable. Due to this remarkable attribute of ontologies, its applications are not limited to computing domains. Banking, medicine, agriculture, and law are a few of the non-computing domains, where ontologies are being used very effectively. When creating ontologies for non-computing domains, involvement of the non-computing domain specialists like bankers, lawyers, farmers become very vital. Hence, they are not semantic specialists, particularly designed visualization assistance is required for the ontology schema verifications and sense-making. Existing visualization methods are not fine-tuned for non-technical domain specialists and there are lots of complexities. In this research, a novel algorithm capable of generating domain specialists’ friendlier visualization canvas has been explored. This proposed algorithm and the visualization canvas has been tested for three different domains and overall success of 85% has been yielded.

Explanation Strategies as an Empirical-Analytical Lens for Socio-Technical Contextualization of Machine Learning Interpretability

During a research project in which we developed a machine learning (ML) driven visualization system for non-ML experts, we reflected on interpretability research in ML, computer-supported collaborative work and human-computer interaction. We found that while there are manifold technical approaches, these often focus on ML experts and are evaluated in decontextualized empirical studies. We hypothesized that participatory design research may support the understanding of stakeholders' situated sense-making in our project, yet, found guidance regarding ML interpretability inexhaustive. Building on philosophy of technology, we formulated explanation strategies as an empirical-analytical lens explicating how technical explanations mediate the contextual preferences concerning people's interpretations. In this paper, we contribute a report of our proof-of-concept use of explanation strategies to analyze a co-design workshop with non-ML experts, methodological implications for participatory design research, design implications for explanations for non-ML experts and suggest further investigation of technological mediation theories in the ML interpretability space.

Exploring the Experiences of Parents Whose Child has Received a Diagnosis of Autistic Spectrum Disorder in Adulthood

There is a growing trend of adult diagnosis of Autism Spectrum Disorder (ASD). Research has found that diagnosis can prompt a process of sense-making which may be disrupted by lack of post-diagnostic support. Given the continued involvement of many parents in supporting their adult son or daughter with ASD, it is vital to understand their experiences to meet their needs in adapting to the diagnosis. Eleven parents of recently diagnosed adults participated in semi-structured interviews which were analysed thematically. Findings demonstrate that the new knowledge of diagnosis facilitates changes in attributions, interactions and relationships, but can result in unmet emotional and relational support needs. Findings are relevant to those involved in adult diagnosis, and the provision of post-diagnostic support.

Beliefs and strategies for coping with stillbirth: A qualitative study in Nigeria

Stillbirth, the loss of a baby during pregnancy or childbirth, is one of the most devastating losses a parent can experience. The experience of stillbirth is associated with trauma and intense grief, but mothers’ belief systems can be protective against the impacts of grief. Women in Nigeria endure a high burden of stillbirth and the aim in this study was to describe the beliefs and strategies for coping with stillbirth. Twenty mothers bereaved by stillbirth in Nigeria were interviewed; seven of them also participated in a focus group. The findings of the study revealed that the experience of stillbirth was influenced by beliefs which originated from superstitions, religion, and social expectations. These beliefs played significant roles in how mothers coped with the loss, by providing them with a framework for sense-making and benefit-finding.

Systemic Racism in Canadian Occupational Therapy: A Qualitative Study with Therapists

Background. Research on racism within occupational therapy is scant, though there are hints that racialized therapists struggle. Purpose. This paper examines experiences of racism in occupational therapy, including coping strategies and resistance. Method. Ten therapists from racialized groups (not including Indigenous peoples) were recruited for cross-Canada, in-person or telephone interviews. Transcripts were coded and inductively analysed, with data thematically organized by types of racism and responses. Findings. Interpersonal racism involving clients, students, colleagues and managers is supported by institutional racism when incidents of racism are met with inaction, and racialized therapists are rarely in leadership roles. Structural racism means the experiences of racialized people are negated within the profession. Cognitive sense-making becomes a key coping strategy, especially when resistance is costly. Implications. Peer supports and community building among racialized therapists may be beneficial, but dismantling structures of racism demands interrogating how whiteness is built into business-as-usual in occupational therapy.

Utilizing Specially Designed, Instructional Evidence-Based Practices and Family Engagement

Special education has the enhanced capacity to address digital literacies and storytelling, especially as parents become instrumental in the delivery of education through technology. While increasing digital opportunities for interventions and supports for students with learning exceptionalities must be a focus and consideration to improve students' outcomes, there still must be a certain level of sense-making for parents and legal guardians—particularly to strengthen student outcomes. Special educators are well positioned to help lead the work of transforming the relationships between themselves and parents. This chapter briefly explores the history of special education and race, family engagement, evidence-based practices, and opportunities to ensure that special educators help create conversations that lead to actionable opportunities to enhance and improve parent implemented interventions to incorporate families of color in the implementation of digital literacies and digitized platforms of teaching and learning.

Enacting Ought: Ethics, Anti-Racism, and Interactional Possibilities

Focusing on political and interpersonal conflict in the U.S., particularly racial conflict, but with an eye to similar conflicts throughout the world, we argue that the enactive approach to mind as life can be elaborated to provide an exigent framework for present social-political problems. An enactive approach fills problematic lacunae in the Western philosophical ethics project by offering radically refigured notions of responsibility and language. The dual enactive, participatory insight is that interactional responsibility is not singular and language is not an individual property or ability, something that someone simply and uniformly 'has' or 'controls'. These points have not been integrated into our self-understanding as moral actors, to everyone’s detriment. We first advocate for adequate appreciation of Colombetti and Torrance’s 2009 suggestion that participatory sense-making necessarily implies shared responsibility for interactional outcomes. We argue that the enactive approach presents open-ended cultivation of virtue as embodied, contextualized, and dynamic know-how and destabilizes an individualist metaphysics. Putting this framework to work, we turn to the interactional challenges of conversations that concern differences and that involve potentially oppositional parties, offering a reading of Claudia Rankine’s Just Us. Finally, we make explicit Rankine’s normative project of mindful navigation of multiple perspectives in an interaction. We abstract three interrelated spheres of participatory intervention: location, language, and labor. These also indicate routes for empirical investigation into complex perspective-taking in dynamic interactions.

Fixing the Crooked Heart: How Aesthetic Practices Support Sense Making in Mathematical Play

We build on mathematicians’ descriptions of their work and conceptualize mathematics as an aesthetic endeavor. Invoking the anthropological meaning of practice, we claim that mathematical aesthetic practices shape meanings of and appreciation (or distaste) for particular manifestations of mathematics. To see learners’ spontaneous mathematical aesthetic practices, we situate our study in an informal context featuring design-centered play with mathematical objects. Drawing from video data that support inferences about children’s perspectives, we use interaction analysis to examine one child’s mathematical aesthetic practices, highlighting the emergence of aesthetic problems whose resolution required engagement in mathematics sense making. As mathematics educators seek to broaden access, our empirical findings challenge commonsense understandings about what and where mathematics is, opening possibilities for designs for learning.

Completing Student-Teaching Internships Online

Distance-based learning has become one of the common alternative learning options. Currently, due to the COVID-19 pandemic, many academic programmes, including programmes with internship requirements, have switched their teaching and learning strategies from on-campus learning to online platforms. This study aims to understand the experiences and sense-making processes of student-teachers who have completed their student-teaching internships online during the COVID-19 pandemic. To understand the feedback, experiences, and sense-making processes of this group of student-teachers, it is important to collect first-hand sharing. More importantly, the trend of distance learning-based student-teaching internships will be developed during and after the COVID-19 pandemic. The results of this study will serve as one of the first reports about student-teachers' experiences.