The Evolution of Critical Care Nephrology in Edmonton
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 University of Alberta (UofA) in Edmonton, Canada has a rich and productive history supporting the development of critical care medicine, nephrology and the evolving subspecialty of critical care nephrology. The first hemodialysis program for patients with chronic renal failure in Canada was developed at the University of Alberta Hospital. The UofA is also recognized for its early pioneering work on the diagnosis, etiology and outcomes associated with acute kidney injury (AKI), the development of a diagnostic scheme renal allograft rejection (Banff classification), and contributions to the Renal Disaster Relief Task Force. Edmonton was one of the first centers in Canada to provide continuous renal replacement therapy. This has grown into a comprehensive clinical, educational and research center for critical care nephrology. Critical care medicine in Edmonton now leads and participates in numerous critical care nephrology initiatives dedicated to AKI, renal replacement therapy, renal support in solid organ transplantation, and extracorporeal blood purification. Critical care medicine in Edmonton is recognized across Canada and across the globe as a leading center of excellence in critical care nephrology, as an epicenter for research innovation and for training a new generation of clinicians with critical care nephrology expertise.
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 | 0.001 | 0.006 |
| 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 | 0.001 | 0.001 |
| 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