Breaking Bread, Building Hope: An Eight-Year Partnership Addressing the Toxic Drug Crisis in British Columbia
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
Research that purports to engage communities has become more mainstream, presenting an imperative to thoughtfully engage ethical principles that grapple with on-the-ground complexities of the work. Here we reflect on learnings from an eight-year, community-based participatory research (CBPR) partnership in British Columbia, Canada that addressed the ongoing public health emergency of toxic drug-related deaths in a semi-urban and rural setting. This challenging research context provides a methodological petri dish from which to examine common ethical challenges inherent in CBPR work. Here we discuss how praxis aligned with the concepts of relationality, embeddedness and embodiment contain both tension and promise in complex research contexts. We depict how relational authenticity was facilitated by flexibility and informal interactions and was further enhanced by deeply-engaged, physical presence that enkindled hope even when hope was hampered by limited agency. We also present commensality as a promising methodological tool.
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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 | 0.067 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.007 | 0.007 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.022 | 0.002 |
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