Making science accessible for blind and low-vision people, and those with diverse needs.

The May-June 2024 issue of Immunology & Cell Biology contains an Immunology Futures Special Feature on Disability Inclusion in Science. Diverse groups do better in science, yet individuals with disabilities face barriers to accessing education and opportunities within scientific disciplines. The Monash Sensory Science program, led by Professor Jamie Rossjohn and legally blind artist in residence Dr Erica Tandori, has transformed the accessibility for those with blindness, low vision and diverse needs (BLVDN) to experience biomedical data visualization through the form of multisensory scientific communication. The Monash Sensory Science Exhibition, first hosted in 2018 with the support of Monash University and the Australian Research Council, utilizes tactile multisensory and multimodal artworks, interactive displays and multisensory science books for BLVDN participants. In this Special Feature, scientists and researchers involved in the 2023 Autoimmunity Monash Sensory Science Exhibition discuss the novel models and displays designed to improve the scientific understanding of complex autoimmune diseases including rheumatoid arthritis, lupus, celiac disease, psoriasis and type 1 diabetes. This Special Feature aims to inform the inclusive teaching of immunology and raise discussions of how to improve access to all within our scientific institutions.

Art, science and inclusion: multisensory Sciart of immunology for blind, low-vision and diverse-needs audiences.

Art is a powerful tool for conveying scientific discovery. Despite the perceived gap between art and science, as highlighted by CP Snow and others, examples of art communicating science can be found in the ancient world, the Renaissance and contemporary data visualization, demonstrating an enduring and historic connection. However, much of science relies on visual elements, excluding those with blindness, low vision and diverse needs, resulting in their low representation in STEM discourse. This paper introduces a novel science and art collaboration in the form of an exhibition program exploring the concepts of Immunology and Biomedicine to blind and vision-impaired audiences, capitalizing on the lived experience of a legally blind artist. Employing multisensory design, art and co-creation methodologies, it transcends traditional vision-based science communication, showcasing the potential for multisensory art to bridge the gap at the intersection of science and inclusion.

Analysis of science journalism reveals gender and regional disparities in coverage.

Science journalism is a critical way for the public to learn about and benefit from scientific findings. Such journalism shapes the public's view of the current state of science and legitimizes experts. Journalists can only cite and quote a limited number of sources, who they may discover in their research, including recommendations by other scientists. Biases in either process may influence who is identified and ultimately included as a source. To examine potential biases in science journalism, we analyzed 22,001 non-research articles published by Nature and compared these with Nature-published research articles with respect to predicted gender and name origin. We extracted cited authors' names and those of quoted speakers. While citations and quotations within a piece do not reflect the entire information-gathering process, they can provide insight into the demographics of visible sources. We then predicted gender and name origin of the cited authors and speakers. We compared articles with a comparator set made up of first and last authors within primary research articles in Nature and a subset of Springer Nature articles in the same time period. In our analysis, we found a skew toward quoting men in Nature science journalism. However, quotation is trending toward equal representation at a faster rate than authorship rates in academic publishing. Gender disparity in Nature quotes was dependent on the article type. We found a significant over-representation of names with predicted Celtic/English origin and under-representation of names with a predicted East Asian origin in both in extracted quotes and journal citations but dampened in citations.

Mentorship for Transfer Student Success in STEM Research: Mentor Approaches and Reflections.

Mentorship has been widely recognized as an effective means to promote student learning and engagement in undergraduate research experiences. However, little work exists for understanding different mentors' perceived approaches to mentorship, including mentorship of students from backgrounds and educational trajectories not well represented in science, technology, engineering, and mathematics (STEM). Transfer students, in particular, face unique trajectories in their pursuit of research opportunities, yet few studies investigate how mentors describe their approaches to supporting these students. Using semistructured interviews, this study examines how mentors approach mentoring students from diverse backgrounds as research trainees, with an emphasis on transfer students. First, using phenomenography as an analytical approach, we identified four categories describing variations in how mentors reflected upon or accounted for the transfer student identity in their approaches. We find that research mentors vary in their understanding and exposure to the transfer student identity and may have preconceived notions of the transfer student experience. Second, we present vignettes to illustrate how mentors' approaches to the transfer student identity may relate or diverge from their general approaches to mentoring students from different backgrounds and identities. The emerging findings have implications for developing effective mentorship strategies and training mentors to support transfer students.

Lighting pathways to success in STEM: a virtual Laboratory Meeting Programme (LaMP) mutually benefits mentees and host laboratories.

Developing robust professional networks can help shape the trajectories of early career scientists. Yet, historical inequities in science, technology, engineering, and mathematics (STEM) fields make access to these networks highly variable across academic programmes, and senior academics often have little time for mentoring. Here, we illustrate the success of a virtual Laboratory Meeting Programme (LaMP). In this programme, we matched students (mentees) with a more experienced scientist (mentors) from a research group. The mentees then attended the mentors' laboratory meetings during the academic year with two laboratory meetings specifically dedicated to the mentee's professional development. Survey results indicate that mentees expanded their knowledge of the hidden curriculum as well as their professional network, while only requiring a few extra hours of their mentor's time over eight months. In addition, host laboratories benefitted from mentees sharing new perspectives and knowledge in laboratory meetings. Diversity of the mentees was significantly higher than the mentors, suggesting that the programme increased the participation of traditionally under-represented groups. Finally, we found that providing a stipend was very important to many mentees. We conclude that virtual LaMPs can be an inclusive and cost-effective way to foster trainee development and increase diversity within STEM fields with little additional time commitment.

Planning, implementation and revision of the longitudinal scientific curriculum at the Medical School Brandenburg.

Objectives: The aim of this paper is to present the development of a longitudinal curriculum for medical students that is rooted in the particularity of the medical sciences and that aims to build and strengthen medical students' scientific skills and use thereof in clinical practice. Methods: The curriculum development was initiated based on students' feedback on the initial curriculum. To improve and expand the curriculum appropriately, a needs assessment, a literature review to define science specific to the medical sciences and practice, and an analysis of national and international curricula were performed. The curriculum development followed the PDCA cycle (Plan-Do-Check-Act). Results: The curriculum extends across the entire medical study programme from semesters 1 to 10. It consists of the seminar series on basic conduct and the epistemological groundings of science, scientific methods in medical research and health sciences, statistics and the scientific internship. Up to the sixth semester, the focus is on the acquisition of skills and abilities to work on and carry out a concrete research project; starting in semester seven, the critical evaluation and application of research results in everyday clinical practice are introduced. The curriculum is taught by epidemiologists, anthropologists, statisticians and public health scholars. Starting in semester seven, seminars are generally taught together with clinicians as tandem teaching. The curriculum is regularly assessed and adjusted. Conclusions: The Brandenburg Scientific Curriculum can be seen as a model of a longitudinal curriculum to teach scientific thinking and acting. One that is at the same time highly integrated in the medical curriculum overall. A central coordination point seems to be necessary to coordinate the teaching content and to ensure that teachers are interconnected. Furthermore, a complex curriculum in scientific methodology requires a set of teachers from a range of disciplinary backgrounds. To ensure equally high-quality education, the variability of research projects and faculty must be taken into account by establishing generally applicable evaluation criteria and fostering faculty development, and providing all students supporting courses throughout the research project.

Dark local knowledge: the yet-to-be scientifically discovered and locally acknowledged aspects of local knowledge systems.

This essay brings forward the idea that there is more than meets the eye in local knowledge systems than what science can show us now. To comprehend this, we need to make a conceptual jump and look for the "dark matter" (the notion borrowed from astronomy that refers to a hypothetical form of matter that does not interact with light or electromagnetic fields) that can potentially sustain local knowledge. Considering that it is a complex of knowledge, practices, and beliefs contained in TEK, knowledge in LEK does not correspond to the notion of knowledge in science. Therefore, in order to map LEK-science interactions, we will refer to the concept of peoples' knowledge of LEK as acknowledgement and the scientific recognition and awareness of information, facts, and principles as knowledge. Applying this to a Johari Window, we can observe four categories of LEK in a known-unknown/acknowledged-unacknowledged matrix. We can refer to unknown and unacknowledged as dark local knowledge. Indeed, local knowledge systems contain many aspects that modern science cannot yet explain, as a major part of its components are not even considered in scholarly research. Dark local knowledge can potentially provide us with the invaluable touch of experience of countless generations, opening different ways of seeing reality.

Increasing equity in science requires better ethics training: A course by trainees, for trainees.

Despite the profound impacts of scientific research, few scientists have received the necessary training to productively discuss the ethical and societal implications of their work. To address this critical gap, we-a group of predominantly human genetics trainees-developed a course on genetics, ethics, and society. We intend for this course to serve as a template for other institutions and scientific disciplines. Our curriculum positions human genetics within its historical and societal context and encourages students to evaluate how societal norms and structures impact the conduct of scientific research. We demonstrate the utility of this course via surveys of enrolled students and provide resources and strategies for others hoping to teach a similar course. We conclude by arguing that if we are to work toward rectifying the inequities and injustices produced by our field, we must first learn to view our own research as impacting and being impacted by society.

Management of work stress among arts and science school administrators in Nigeria using rational emotive occupational health coaching: A randomized controlled trial evaluation.

BACKGROUND: The working circumstances of the administrators are appalling due to the nature of education in Nigeria. These administrators put in a lot of overtime to fulfill the expectations of their positions, which stresses them out. But there is no information in the literature about how administrators of science schools deal with their demanding environments. Therefore, the aim of this study was to evaluate how administrators of secondary scientific schools in the Southeast could manage work-related stress by using rational and emotive occupational health coaching. METHODS: A randomized controlled trial (RCT) experimental design was used for the investigation, with 106 people divided into 2 groups-one for the intervention and one for the control. A selection of these participants came from southeast Nigerian special scientific schools. The Occupational Stress Index (OSI) and the Perceived Stress Scale (PSS) served as the foundation for our data collection procedure. A posttest was given following the 12-week intervention, and then there was a 2-month follow-up assessment. Repeated analysis of variance (ANOVA) was utilized to ascertain the effects both within and across groups. RESULTS: It was revealed that rational emotive occupational health coaching had significant effect on the management of work stress among southeast secondary arts and science school administrators, F (2, 208) = 1452.484, P = <.050, ŋ2 = .933, and F (1, 104) = 18076.988, P = <.050, ŋ2 = .994). CONCLUSION: The management of work stress among southeast secondary arts and science school administrators was significantly improved through rational emotive occupational health coaching.

Historicizing a Dream of Complete Science.

This paper attempts an historical analysis of a dream of the physicist George Gamow recorded shortly before his death in 1968. The dream is contextualized through Gamow's extended scientific work and popular scientific efforts, and in light of enduring preoccupations with the notion of a complete science. The analysis extends to an examination of the relationship of the dream to dreaming practices and deliberations apart from Gamow's, as evident in the relationship and collaboration between the physicist Wolfgang Pauli and C. G. Jung.

Epistemic Trust in Scientific Experts: A Moral Dimension.

In this paper, I develop and defend a moralized conception of epistemic trust in science against a particular kind of non-moral account defended by John (2015, 2018). I suggest that non-epistemic value considerations, non-epistemic norms of communication and affective trust properly characterize the relationship of epistemic trust between scientific experts and non-experts. I argue that it is through a moralized account of epistemic trust in science that we can make sense of the deep-seated moral undertones that are often at play when non-experts (dis)trust science.

REFORMS: Consensus-based Recommendations for Machine-learning-based Science.

Machine learning (ML) methods are proliferating in scientific research. However, the adoption of these methods has been accompanied by failures of validity, reproducibility, and generalizability. These failures can hinder scientific progress, lead to false consensus around invalid claims, and undermine the credibility of ML-based science. ML methods are often applied and fail in similar ways across disciplines. Motivated by this observation, our goal is to provide clear recommendations for conducting and reporting ML-based science. Drawing from an extensive review of past literature, we present the REFORMS checklist (recommendations for machine-learning-based science). It consists of 32 questions and a paired set of guidelines. REFORMS was developed on the basis of a consensus of 19 researchers across computer science, data science, mathematics, social sciences, and biomedical sciences. REFORMS can serve as a resource for researchers when designing and implementing a study, for referees when reviewing papers, and for journals when enforcing standards for transparency and reproducibility.

The Value of Support: STEM Intervention Programs Impact Student Persistence and Belonging.

In response to unwaveringly high attrition from STEM pathways, STEM Intervention Programs (SIPs) support STEM students in effort to increase retention. Using mixed methods (survey and focus groups), we studied students at one university who were either supported or unsupported by SIPs to understand how students may differ in experiences believed to contribute to STEM persistence. We evaluated: sense of belonging, scientific self-efficacy, scientific community values, scientific identity, and STEM involvement. The enrollment status of students two and a half years postsurvey was also tracked. SIP students reported significantly higher science identity and sense of belonging and were more involved in STEM-related activities than counterparts unsupported by SIPs. Differences in these measures were correlated with race/ethnicity, college generation status, and age. Notably, SIP students had higher odds of persisting in STEM than students not supported by SIPs. Focus group data provide additional meaning to the measured survey constructs and revealed nuanced qualitative differences between SIP and non-SIP student experiences. Overall, being involved in a SIP at our institution trends positively with theoretical models that explain STEM student persistence. SIPs have the potential to provide and/or facilitate meaningful and critical support, and students without those intentional supports may be left behind.

Social Justice, Community Engagement, and Undergraduate STEM Education: Participatory Science as a Teaching Tool.

Social justice is increasingly being seen as relevant to the science curriculum. We examine the intersection of participatory science, social justice, and higher education in the United States to investigate how instructors can teach about social justice and enhance collaborations to work toward enacting social justice. Participatory science approaches, like those that collect data over large geographic areas, can be particularly useful for teaching students about social justice. Conversely, local-scale approaches that integrate students into community efforts can create powerful collaborations to help facilitate social justice. We suggest a variety of large-scale databases, platforms, and portals that could be used as starting points to address a set of learning objectives about social justice. We also describe local-scale participatory science approaches with a social justice focus, developed through academic and community partnerships. Considerations for implementing participatory science with undergraduates are discussed, including cautions about the necessary time investment, cultural competence, and institutional support. These approaches are not always appropriate but can provide compelling learning experiences in the correct circumstances.

Proxy failures in practice: Examples from the sociology of science.

Following John et al., we provide examples of failing proxies that might help to contextualize the role of proxy failures in applied research. We focus on examples from the sociology of science and illustrate how the notion of proxy failure can sharpen applied analysis, if used in a way that does not obscure other dysfunctional effects of proxies.

A CURE Lab in Introductory Biology at a Regional Comprehensive University Negatively Impacts Student Success in the Associated Lecture Course Among Students from Groups Underrepresented in Science.

Course-based undergraduate research experiences (CUREs) have been proposed as a mechanism to democratize access to the benefits of apprentice-style scientific research to a broader diversity of students, promoting inclusivity and increasing student success and retention. As we evaluate CUREs, it is essential to explore their effectiveness within the environments of regional comprehensive universities and community colleges, because they are important access points for a wide variety of students. It is also important to address the potential influence of volunteer bias, where students can opt to enroll in either the CURE or a traditional lab, on the outcomes of CUREs. We evaluated a CURE at a regional comprehensive university under conditions both with and without volunteer bias. We find that nonvolunteer students report a lower sense of discovery and relevance of the CURE compared with students who volunteered for the course. Importantly, we also find that our replacement of the traditional lab class with a CURE resulted in lower scores on exams in the associated lecture course among students who are both BIPOC and Pell eligible. We call for additional research on the effects of CUREs at nonresearch-intensive institutions and without volunteer bias, to better understand the impact of these classes.