The Continuing Saga of Emergency Room Overcrowding: Are We Aiming at the Right Target?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Emergency room utilization in Canada is considerably higher than in other industrialized countries. Despite significant investments, recurrent emergency room crises persist. Focusing particularly on the situation in Quebec, this paper examines the evolution of Canada's and Quebec's healthcare systems over the past 40 years and identifies the key developments that resulted in today's problems and the challenges that must be addressed. In this historical overview, we argue that emergency room problems arise from past decisions that gave hospitals a predominant role in the healthcare system and partly modified their original mission, as well as from counterproductive funding modalities. Other decisions have also weakened primary care services, which are strongly focused on acute health problems and are poorly coordinated with the rest of the system. Symptomatic remedies have only eased the pressure on emergency rooms, but the real solution is more complex and must address the historical residues that are paralyzing our healthcare system.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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 it