Representing contemporary paramedic practice in Canada: Development of the national competency framework for paramedics
Bibliographic record
Abstract
Paramedicine is a domain of practice and health profession that specialises in the provision of health and social care across a range of settings including, but not limited to, emergency and primary care. Paramedics work in a variety of clinical settings such as paramedics services, hospitals, and clinics, in the community as well as non-clinical roles, such as education, leadership, policy work, public health and research. A previous competency framework for paramedics in Canada had become increasingly poorly aligned with contemporary practice. We sought to develop a competency framework that represents contemporary paramedic practice in Canada. This project was guided by a conceptual framework informed by systems thinking and used a six-step model for developing competency frameworks. We engaged paramedics from across Canada in working groups to explore various contexts of paramedic practice. We gathered data using multiple methods and coded this data into activity statements. We grouped these statements and developed or expanded corresponding professional activities through five drafts of the framework from 2022 to 2024. A technical committee reviewed and edited the draft framework throughout the process, culminating in a public review period from January to March 2024, and a subsequent final version of the National Competency Framework for Paramedics (NCFP). The National Competency Framework for Paramedics reflects contemporary paramedic practice in Canada. It describes the professional activities of paramedics organised under five domains - Person-Centred Care; Collaborative Care; Safe Care; Self-Care; and Professional Care. Paramedics perform these activities across multiple contexts of practice by enacting a variety of roles depending on the event. By exploring the variety of practice contexts and the expectations of paramedics across Canada, the NCFP provides a holistic, contemporary description of paramedic practice in Canada, providing a foundation for professional practice in a variety of settings. The five domains provide a comprehensive representation of paramedic practice helping to ensure care is ultimately and sufficiently aligned with the needs of the community and settings in which paramedics can practice. The NCFP can be used to inform education programmes to better prepare paramedics for complex, interprofessional health and social care practice now and as practice continues to evolve.
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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 | 0.025 | 0.034 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.006 |
| Science and technology studies | 0.014 | 0.009 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| 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 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".