Photovoice groups on youth mental health: lessons learned under the global pandemic
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
This article describes the Photovoice Project, which was developed to engage youth in exploring mental health and enhancing their emotional well-being. As the project was about to begin, the COVID-19 pandemic reached Canada in late winter 2021. During this period, youth experienced heightened isolation due to evolving social distancing restrictions and growing mental health challenges. Despite these difficulties, six Photovoice groups were successfully conducted in a western province of Canada, involving 44 youth participants. Program feedback was collected from youth, parents or guardians, youth advisors, group facilitators, and project coordinators who were involved in designing and implementing the project. This article presents end-of-program findings on: (1) challenges in implementing the Photovoice Project during the pandemic; (2) lessons learned overcoming challenges under the pandemic; (3) meaningful group experiences for youth; and (4) Photovoice’s promising potential for youth engagement. The article concludes with implications for social work practice, education, and research.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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