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Reflections on Health for New Global Foundations

“Global health” is a vague and easily dismissed concept. It’s difficult for most people to wrap their minds around what “global” really means, even when they spend a long time wrestling with its vastness, its implications, and its complexities. When “health” is added to the mix, it’s an almost insurmountable effort to begin to understand, and thus far too easy to reach for a technology to help explain it, typify it, summarize it, and put it into words that resonate.

The good people at Johns Hopkins School of Public Health have requested our agreement with a definition so that we can get on with doing what needs to be done: they say we need to 1) reach agreement on what [global health] is, so that 2) we can agree on “…what we are trying to achieve, the approaches we must take, the skills that are needed, and the ways that we should use resources” (Koplan et al., 2009, p. 1993).” No doubt, these are some of the best people to recommend a definition because they are medical professionals, and they are (mostly) a diverse bunch (let’s not look at the CUGH Executive Board’s North American makeup for fear it might undermine the process). And no doubt, we must begin somewhere… if not with a definition, then with what alternative?

But, in putting forward a definition of the term “global health”, we – or perhaps more-so, they – as definers, naturally influence its meaning. This is not deleterious in and of itself, but we must recognize that our perspective is but one perspective that needs to “recognize [its] place … and the place of others and of other things…” (Wagamese, 2013). We ought not to ossify this definition, but foster synovial adjustments that take into account the experiences and expertise of those that offer their oblique, lived perspectives.

A useful analogy is found through the inspection of a cross section of tissue from a mammalian organ. Looking from afar, it is fairly easy to pick out the vessel that carries some kind of fluid to and fro. But zooming closer (thanks to the technology that enables this inspection), it becomes more difficult to discern structures. At maximum magnification, what becomes clear is that the organ is composed of a multitude of cells and connections – a diverse spectrum – that, as a combined whole, create the definition of a functional structure.

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The notion that we, as a species, are somehow separate and special, and are deserving of a disarticulated existence from our biosphere, is rooted in the historical wrongs of conquest, religion, and humans’ natural tendency to stratify based on perceived capability (ETEC 511 course module 5 – Global Health; Boys, 2022). History has demonstrated our intolerance for “misfitting”, despite our diametrically opposed capacity to learn from our mistakes (Boys, 2022), and unfortunately, much of the way we choose to adopt technology appears to reinforce the social structures that perpetuate the dominant culture’s normative political and social perspectives (Crawford, 2021). Education may have been capable of addressing and potentially correcting these “artificial realities”, but it has failed to compel us towards true connectedness in the battle against capitalism and the allure of individuality (Crawford, 2021). As if adding salt to the wound, the COVID pandemic demonstrated the irony of the situation by juxtaposing the benefits of “virtualized learning” to help us connect to our learning environments, with the reality of our isolation (Burgess & Sievertsen, 2020; Mazur, 2012).

Education, like other societal structures, is, at least in part, designed to filter, exclude, or separate those who do not conform to the normative behaviour or capabilities expected of them (Boys, 2022). But what if, instead of venerating exceptional intelligence and sociopathic tendencies to achieve, we asked individuals more capable than others to use their gifts to lift those who could benefit from additional assistance? Rather than allowing unfettered, individual, localized accumulation of wealth and power, what if we asked for attenuation and consideration for the whole, the way we had to think about the entire tribe when searching for berries or running from sabre-toothed cats? No doubt it is important to retain some aspects of the incentivization afforded by “the pursuit of the X dream”, but in its current manifestation, people’s embodiment of capitalistic behaviours are more akin to a cancer on society than a homeostatic organelle of the whole.

Our species’ ability to reflect and readjust, along with the actions of individuals who unceremoniously and unwaveringly carry-out connecting, community-building endeavours, provide glimmers of hope for our collective future. In the car today I pledged to my twelve-year-old daughter that I would nominate her senior Girl Guide leader for some kind of community award, because I want to do my part to acknowledge my recognition of her outstanding efforts in educating, demonstrating, and building community. If we can re-acquire focus on the true purpose of education – an education that nurtures a healthy body, mind, and soul – and use the thoughtful application of technology to further this endeavour, we will be on our way to to understanding “what Mbembé calls ‘a different politics of inhabiting the Earth…'” (Crawford, 2019, p. 227), and charting a better course for ourselves beyond the content of our existing patterns (Benjamin, 2019; Crawford, 2021).

References

Benjamin, R. (2019). Race after technology: Abolitionist tools for the new Jim Code. Polity Press.

Bennett, P. W. (2020, July 20). The educational experience has been substandard for students during COVID-19. Policy Options. https://policyoptions.irpp.org/2020/07/the-educational-experience-has-been-substandard-for-students-during-covid-19/

Boys, J. (2022). Exploring inequalities in the social, spatial and material practices of teaching and learning in pandemic times. Postdigital Science and Education, 4, 13–32. https://doi.org/10.1007/s42438-021-00267-z

Burgess, S., & Sievertsen, H. H. (2020, April 1). Schools, skills, and learning: The impact of COVID-19 on education. VoxEU. https://cepr.org/voxeu/columns/schools-skills-and-learning-impact-covid-19-education

COVID Education Alliance (COVIDEA). (2020, October). COVID education alliance (COVIDEA): Adapting education systems to a fast changing and increasingly digital world through the use of appropriate technologies: A primer.

Crawford, K. (2021). Bibliography. In Atlas of AI (pp. 269–314). Yale University Press. https://www.degruyterbrill.com/document/doi/10.12987/9780300252392-012/html

Koplan, J. P., Bond, T. C., Merson, M. H., Reddy, K. S., Rodriguez, M. H., Sewankambo, N. K., Wasserheit, J. N., & Consortium of Universities for Global Health Executive Board. (2009). Towards a common definition of global health. The Lancet, 373(9679), 1993–1995.

Mazur, E. (2012). Why you can pass tests and still fail in the real world [Video]. YouTube. https://www.youtube.com/watch?v=P3X0I9W_c34

The connected learning research network: Reflections on a decade of engaged scholarship. (2020, February 23). Connected Learning Alliance. https://clalliance.org/publications/the-connected-learning-research-network-reflections-on-a-decade-of-engaged-scholarship/

Wagamese, R. (2013). All my relations: About respect. Kamloops Daily News. https://kamloopsnews.ca/kdn-opinion-columnists/wagamese-all-my-relations-about-respect/

Final Project – Question Coach – Project Retrospective

Purpose

The Question Coach was our group’s final project effort. It was premised on the idea that adding intentional friction to the development of research questions through the use of thought-invoking offline cards could slow the race to using generative AI. “Friction by design”, a concept espoused by the non-profit research group WestEd, the “Question Formulation Technique” (QFT), a process developed by the Right Question Institute, and UNESCO’s “The Disappearance of the Unclear Question”, were used as pedagogical pillars in the development of a service that helps undergraduate students reflect on how to ask better questions.

Our output was the development of a chat bot, that, with the help of an in-class instructor, takes students through a modified QFT. After stages 2 and 4 students are asked to draw a physical, offline card, which asks them to take their eyes away from the screen temporarily to break the flow of computer use. The cards were inspired by Brian Eno’s “Oblique Strategy” as a method of spurring additional tangential reflection.

 

Building a chat bot

Our team communication was challenging because of time-zone differences, but we were able to coordinate, discuss, and evaluate our plans and ideas through Slack. I ambitiously took on the building of a chat bot, despite our original plans to simply build a set of agent instructions. I knew we would be developing a knowledge base, so the first part of my work involved researching and experimenting with RAG ingestion – a process to consolidate various types of information into a database that LLMs can use. I chose to use doc-embeddings-pipeline as a knowledge-base ingestion starting point, and then vibe coded a backend to compose the prompt and a frontend chat interface. I prompted Claude Code for actual code programming, and tested locally with Docker before deploying to GitHub Pages and a Hetzner virtual machine. The backend sends the composed prompt to a free version of a Gemini model, and because of this, we see occasional hiccup:

 

 

 

Besides building the two-component service, a good portion of my time was spent meticulously designing and documenting a flow of how a “user” could be taken through an online version of an individualized QFT – a challenge because the process is usually conducted in-person and in groups. The flow was then used as a scaffold for the prompt instructions. Layered on top was the integration of an offline card “road block”, which needed to be understood by the agent for the chat to progress.

On the frontend, I paid particular attention the interface layout so that the activity was both functional and discrete: the chat rendered on the left, and the “Question Workspace” – an area where questions could be input, categorized, and prioritized – rendered on the right. I conducted rudimentary “usability” tests with group and family members to gather feedback for improvements; issues and comments are publicly available, along with the commit history and source code at https://github.com/kphunter/question-coach.

What helped immensely was the initial ideation and work plan at the outset – this gave each group member a solid set of targets to work towards. Although we eventually found ways, we struggled to provide adjustments to each others’ work because we all used different development environments. If we were to try again, I would recommend that we start earlier and leave more time for testing and implementing the feedback gathered.