Commentary: The Canadian Healthcare Crisis and the Emerging Role of Paramedicine
Bibliographic record
Abstract
Canada's healthcare system is struggling to provide primary care and acute care for ever-increasing numbers of patients, who are turning to emergency medical services (EMS) agencies to obtain timely care when in need. Paramedics are experiencing the downstream effects of these challenges, leading to a diversion of ambulances away from the communities they serve, increased call volumes and staff burnout. Well-intended policies, such as a borderless EMS system, should not be used as a stopgap measure to service non-emergency calls, and there should be a defined and enforceable process for returning ambulances to their home communities. Community paramedic and alternative treatment destinations represent an evolving area of paramedic practice that could offer solutions to some of the challenges faced by the healthcare system and relieve some of the occupational issues faced by paramedics. However, to fully realize the benefits offered by some of these changes in paramedic practice, they must adopt evidence-based best practices and be accompanied by relevant changes in paramedic education and supportive government policy.
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.
How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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 teacher head, 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".