ANALYSIS OF SURGICAL PATIENT FLOW AT WINNIPEG HEALTH SCIENCES CENTRE
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
The Health Sciences Centre (HSC) in Winnipeg is the major trauma centre serving the entire province of Manitoba, Northwestern Ontario, and Nunavut. Therefore, it has to handle a high volume of both elective and emergent surgical patients. Because the facility always strives to provide quality care in a fast and effective manner, it initiated a research project to analyze its surgical patient flow and generate ideas on how it could be redesigned to improve the systems performance. After a year of careful analysis, all of the problems identified were grouped into six major categories, showcasing how various departments are affected by each problem. Based on this analysis, the true impact of each problem in the surgical patient flow process can be understood. Steps can now be taken to identify which problems need to be addressed, what changes should be made, and how this will benefit the entire system.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it