Teaching critical health literacy in the US as a means to action on the social determinants of health
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In spite of improvements in global health over the 20th century, health inequities are increasing. Mounting evidence suggests that reducing health inequities requires taking action on the social determinants of health (SDOH), which include income, education, employment, political empowerment and other factors. This paper introduces an alternative health education curriculum, developed by the US-based non-profit organization Just Health Action, which teaches critical health literacy as a step towards empowering people to achieve health equity. Critical health literacy is defined as an individual's understanding of the SDOH combined with the skills to take action at both the individual and the community level. Prior to describing our curricular framework, we connect the recommendations of the World Health Organization Commission on the SDOH with the objectives of the Ottawa Charter for Health Promotion by arguing that achieving them is reliant on critical health literacy. Then we describe our four-part curricular framework for teaching critical health literacy. Part 1, Knowledge, focuses on teaching the SDOH and the paradigm of health as a human right. Part 2, Compass, refers to activities that help students find their own direction as a social change agent. Part 3, Skills, refers to teaching specific advocacy tools and strategies. Part 4, Action, refers to the development and implementation of an action intended to increase health equity by addressing the SDOH. We describe activities that we use to motivate, engage and empower students to take action on the SDOH and provide examples of advocacy skills students have learned and actions they have implemented.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it