31. The birth of a new specialty: The history of emergency medicine in Canada
Bibliographic record
Abstract
Modern day emergency rooms across Canada have almost completely transformed over the past 30 years; perhaps more so than any other specialty. Before the 1970’s, it was primarily general practitioners working on a part-time basis who ran our emergency departments. Some hospitals used interns and residents as first-line emergency care providers, often under the direction of a surgeon or internist. Emergency Medicine has evolved into a highly sophisticated and respected medical specialty that extends beyond clinical medicine, into both research and academia. The appeal of Emergency Medicine is so great that it is now one of the most sought after specialties in the annual CaRMS match. The success story of Emergency Medicine is characterized by the tireless efforts and determination of its founders across the country. They fought for adequate and supervised care of the acutely ill or traumatized patient, believing in a special body of knowledge that should be available to physicians who spend most, if not all, their time in Emergency Departments. In 1977, these founders formally united and The Canadian Association of Emergency Physicians was born. A few years later, in 1980, Emergency Medicine was finally designated as a free-standing specialty by the Royal College of Physicians and Surgeons of Canada. Meanwhile, the College of Family Physicians of Canada also sought to establish a parallel route for Emergency Training of Family Physicians, feeling that Emergency Medicine lay within the realm of Family Medicine. The result was that both colleges established Emergency Medicine training programs that exist until this day. Using journals, archives, a survey, and interviews, the paper will trace the history of the professionalization of Emergency Medicine in Canada. Johnson R. The Canadian Association of Emergency Physicians. The Journal of Emergency Medicine 1993; 11:362-364. Reudy J, Seaton T, Walker D, Rowat B, Cassie J. Report of the Task Force on Emergency Medicine: RCPSC Accreditation Section, 1988. Walker DMC. History and Development of the Royal College Specialty of Emergency Medicine. Annals Royal College of Physicians and Surgeons of Canada 1987; 20:349-352.
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 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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.028 | 0.013 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.006 | 0.013 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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".