Advancing Health Promotion Pedagogy: A Multi-Step, Applied Health Promotion Classroom Project
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
Courses that bridge health promotion scholarship with a demonstrative application of that scholarship are potent and critical for future public health professionals. For senior students about to graduate from the Honors Bachelor of Health Sciences (BHSc) Program at Western University (Ontario, Canada), my intention was to create a course experience that marries health promotion scholarship with a practical skill-set in line with constructivist learning approaches. This article outlines a multi-component, classroom-based, population health group project for senior students enrolled in an Advanced Health Promotion course. Since its inception, the course has hosted 562 students and has received an average evaluation of 6.4/7.0 on the overall course experience. The specific requirements of the needs assessment, epidemiological assessment, social marketing campaign, implementation evaluation, and project summary, as well as strategies to facilitate positive group dynamics are presented.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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