‘Collaboration’ is the New Black: Independent Pharmacist Prescribing in a Collaborative Environment
Bibliographic record
Abstract
This study examined the theme of collaboration associated with independent pharmacist prescribing in Alberta, Canada by analyzing 59 professional documents using a discourse analysis approach. Our analysis highlights the existence of multiple realities, possibility of utilitarian and emancipatory discourses, tensions between independent and collaborative practices, and the concept of spatiality.Cette étude examine le thème de la collaboration dans le cas de la pratique du pharmacien indépendant en Alberta (Canada), en analysant 59 documents professionnels par l’approche de l'analyse du discours. Notre analyse met en évidence l'existence de réalités multiples, la possibilité de discours utilitaires et de discours d'émancipation, les tensions entre les pratiques individuelles et collectives, et le concept de spatialité.
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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 | 0.019 | 0.030 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.029 | 0.042 |
| Scholarly communication | 0.016 | 0.009 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".