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
"Canadians spent almost $23-billion on prescription drugs at retail pharmacies in 2012/13 – or over $650 per capita. That is a lot of money. However, after adjusting for general inflation, spending per capita actually fell over the past five years – despite the fact that the population was getting older. This 3rd edition of The Canadian Rx Atlas breaks down retail spending on prescription drugs Canada, providing a detailed portrait of the factors driving spending trends over time and variations across provinces. The Atlas gives a first-ever portrait of age- and sex-specific patterns of prescription drug use and costs across provinces. It also provides first-of-kind estimates of the source of financing for the prescriptions filled in every province. Unique to the Canadian Rx Atlas, these details are not provided simply for all spending on prescription drugs; it also provides these details for each of 33 clinically and economically important therapeutic categories." -CHSPR website
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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