Bibliographic record
Abstract
It has been more than a decade since the initial publication of Langhorne and his colleagues’ systematic review1 which demonstrated that organised stroke care is superior to other systems of care for patients with stroke. Since then, this message has been repeated, advertised, and written about extensively, and has formed the basis of many national stroke care guidelines and consensus statements around the world. Unfortunately, in many (some would say most) places, the actual organisation of acute stroke care services has not yet been formalised, and the relatively simple messages of the systematic review have not been adopted in a consistent manner, to the detriment of countless people with stroke and their families. Fortunately, this is beginning to change—a change that is beginning to happen in Nova Scotia, and throughout Canada. Nova Scotia is one of Canada’s Maritime provinces, and is home to just under one million people. Many of the population are descendents of the British, Irish, and French, but the province is becoming increasingly multi-ethnic. Approximately 60% of the population live outside major cities. As a …
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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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.018 | 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 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".