Engaging Northern Indigenous Children through Drawing for Community Health Research: A Picture of the Social Impact of <i>H. pylori</i> Infection in Fort McPherson in the Northwest Territories, Canada
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
An analysis of drawings made by Indigenous children in the Arctic hamlet of Fort McPherson, Canada, serves the dual purpose of contributing children’s perspectives to community-driven research on H. pylori infection, and demonstrating the utility of employing visual approaches for research involving school-aged children. Insights into their knowledge, attitudes, and experiences relating to this infection yielded important insights for knowledge translation with primary-care providers. Results may be utilized within the broader research program to improve approaches to delivering care for H. pylori infection, by helping to integrate community members’ perspectives into the ideologies of primary-care providers.
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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 | 0.010 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| 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