The Diagnosis and Management of<scp>v</scp>on Willebrand Disease in Canada
Bibliographic record
Abstract
In Canada, care for individuals with inherited bleeding disorders, including Von Willebrand disease, is provided by 26 tertiary care multidisciplinary Inherited Bleeding Disorders clinics geographically spread across the country. The Association of Hemophilia Clinic Directors of Canada, the Canadian Association of Nurses in Hemophilia Care, the Canadian Physiotherapists in Hemophilia Care, the Canadian Social Workers in Hemophilia Care, and the Canadian Hemophilia Society all collaborate to provide optimal management for patients with inherited bleeding disorders. The standards of care for these patients were explicitly laid out in a 2007 document published by the Canadian Hemophilia Standards Group (with representation from all of the groups just mentioned) entitled Canadian Comprehensive Care Standards for Hemophilia and Other Inherited Bleeding Disorders. Separate Canadian guidelines for the management of patients with Hemophilia and Von Willebrand disease also exist, focused on diagnosis, comprehensive care, assessment, and treatment.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".