A description of a unique paramedic role in a Canadian emergency department
Bibliographic record
Abstract
Background: Paramedics are known for their role in prehospital emergency medical services. In response to healthcare system overcrowding, and increased demands on emergency departments, roles for paramedics have emerged in hospitals. Aims: The authors describe a well established paramedic role in the emergency department of a busy regional referral centre, highlighting the successes and challenges of the programme. Methods: In this phenomenological study, six paramedics employed at the Charles V. Keating Emergency and Trauma Centre were interviewed. Interviews were analysed using thematic content analysis. Findings: Paramedics at the centre are involved in resuscitation, trauma, critical care transport, airway management, and procedural sedation. Performing procedural sedation is an important part of the role and is perhaps where paramedics have had their greatest impact within the department. Conclusions: The diverse scope of practice paramedics maintain at this centre allows them to work where the need is highest within the department, ultimately improving department flow.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 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".