Natural language processing analysis of the psychosocial stressors of mental health disorders during the pandemic.

Over the past few years, the COVID-19 pandemic has exerted various impacts on the world, notably concerning mental health. Nevertheless, the precise influence of psychosocial stressors on this mental health crisis remains largely unexplored. In this study, we employ natural language processing to examine chat text from a mental health helpline. The data was obtained from a chat helpline called Safe Hour from the "It Gets Better" project in Chile. This dataset encompass 10,986 conversations between trained professional volunteers from the foundation and platform users from 2018 to 2020. Our analysis shows a significant increase in conversations covering issues of self-image and interpersonal relations, as well as a decrease in performance themes. Also, we observe that conversations involving themes like self-image and emotional crisis played a role in explaining both suicidal behavior and depressive symptoms. However, anxious symptoms can only be explained by emotional crisis themes. These findings shed light on the intricate connections between psychosocial stressors and various mental health aspects in the context of the COVID-19 pandemic.

Analytical categories to describe deficit attributions in deep disagreements between citizens and experts.

Disagreements often arise from citizen-expert collaboration, as both agents share a different epistemic worldview. Fogelin, following Wittgenstein, proposed that some disagreements (i.e. deep disagreements) cannot be rationally solved when participants share different forms of life. Citizen-expert is an exemplar of this sort of disagreement. Moreover, deep disagreements are often followed by deficit attributions from one of the agents to the other, regarding their epistemic understanding, credibility, and motives. Articulating the notions of deep disagreements and deficit attributions, as well as reviewing the complementary concept of epistemic injustice, we have constructed analytical categories that allow us to understand two things: (1) how deficit attributions operate in dialogical contexts of deep disagreements and (2) what types of deficit attributions we can find. We expect that this characterization can serve to analyze citizen-expert dialogues and the pursuit of more modest and inclusive forms of conversation.

Five Qualitative Research Concepts Grounded in Anthropological Methods for Teaching Design in Healthcare.

Biomedical engineering, engineering, and design in health programs around the world have involved human-centered design as part of their undergraduate curriculum. The disparities evidenced during the COVID-19 pandemic and the rapid developments of biotech startups have highlighted the importance of preparing professionals in the health areas for undertaking rigorous, empathetic, and ethical research. In addition to working with human-driven information, students in the health areas are challenged to deal with technical developments that involve legal and ethical concerns deeply rooted in sociopolitical issues and human rights. Concerned with how to achieve a better understanding of behavior in designing for healthcare, this article describes the rationale behind teaching qualitative research in healthcare for biomedical engineering and engineering design education. Through portraying different healthcare designs resulting from an engineering design course, it describes the instruction of qualitative-driven concepts taught to biomedical engineering, design, and premed undergraduate students. Using a design-based research approach, we look to increase the chances of adoption of the presented qualitative research concepts in educational design in health programs. We deliver five tested research tools that better prepare students to carry out more rigorous, respectful, and aware qualitative research in health areas for the development of novel solutions.

Promoting critical thinking in an online, project-based course.

Education institutions are expected to contribute to the development of students' critical thinking skills. Due to COVID-19, there has been a surge in interest in online teaching. The aim of this study is therefore to design a strategy to promote critical thinking in an online setting for first year undergraduates. An intervention was carried out with 834 students at an engineering school; it comprised five activities designed to develop critical thinking. Both the control and experimental groups worked with a project-based learning strategy, while the experimental group was provided with scaffolding for a socially shared regulation process. All students answered an identical pre- and post-test so as to analyze the impact on critical thinking. Both strategies performed significantly better on the post-test, suggesting that online project-based learning improves critical thinking. However, following a socially shared regulation scaffolding led to a significantly greater improvement. In this sense, the socially shared regulation scaffolding provided to the experimental group proved to be key, while feedback was also an important element in the development of critical thinking. This study shows that online project-based learning fosters the development of critical thinking, while providing a socially shared regulation scaffolding also has a significant impact.

Developing an Innovative Medical Training Simulation Device for Peripheral Venous Access: A User-Centered Design Approach.

Nurses and other health students may lack the proper time for training procedural tasks, such as peripheral venous access. There is a need to develop these abilities in novices so that errors can be avoided when treating real patients. Nonetheless, from an experiential point of view, the simulation devices offered in the market do not always make sense for educators and trainees. This could make the adoption of new technology difficult. The purpose of this case study is to describe the development of an innovative simulation device and to propose concrete tactics for the involvement of the educators and trainees. We used a participative design based approach, with an ethnographic basis, where incremental cycles of user testing, development and iteration were involved. The study showcases methods from the field of design and anthropology that can be used to develop future simulation devices that resonate with students and educators to achieve a long term learning experience. Results could shed a light on new ways for the involvement of educators and students to create devices that resonate with them, making learning significant and effective.