Critical mass: the who, how and why of informing the public about crystal methamphetamine in Prince George
Bibliographic record
Abstract
In 2000, crystal methamphetamine made an appearance in the Prince George hospital detox unit and drug busts however, the first public warning via a provincially sponsored information forum did not occur until early 2006. This retrospective case study uses documentary evidence and interviews, to examine the who, how, and why of the information about crystal methamphetamine that is provided to the public in Prince George. A timeline of media accounts reveals an increase in language designed to stimulate public concern about crystal methamphetamine and increase public trust for the provincial government. Horizontal disconnection between community agencies in terms of role recognition (internal recognition of an agency mandate) and role perception (external perception of agency mandate) seems to increase difficulties in strategic planning and formulation of a shared vision for the community. --Leaf i.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.038 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.020 | 0.020 |
| Scholarly communication | 0.006 | 0.008 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".