Cytomegalovirus prophylaxis and treatment after hematopoietic stem cell transplantation in Canada: a description of current practices and comparison with Centers for Disease Control/Infectious Diseases Society of America/American Society for Blood and Marrow Transplantation guideline recommendations
Bibliographic record
Abstract
Prevention and management of cytomegalovirus (CMV) disease after hematopoietic stem cell transplantation (HSCT) is critically important, but clinical practices have historically been heterogeneous. The Centers for Disease Control (CDC), as part of a larger clinical practice guideline initiative, has published evidence-based recommendations, but their effect on clinical practice has not been assessed. A survey was sent to all Canadian HSCT program directors to describe current practices. Current practices were subsequently compared with CDC guideline recommendations and with a Canadian survey published before the CDC guidelines. When current practices did not conform to guideline recommendations, a literature review was performed to determine whether current practices were supported by evidence published after the CDC guidelines. The survey response rate was 100%. Variability in practices was observed in several aspects of patient care, including (1) indications for CMV-negative blood products, (2) surveillance tests used to detect CMV infection, (3) duration of surveillance testing, (4) duration of maintenance treatment after preemptive therapy was initiated, and (5) treatment of CMV disease. Overall adherence to guideline recommendations was good, especially when they were supported by high-quality data. However, deviations from guideline recommendations were observed: (1) most Canadian allogeneic programs used shorter courses of preemptive therapy; (2) prevention measures aimed at late CMV disease were not systematically applied at most allogeneic programs; and (3) most autologous HSCT programs did not administer preemptive therapy even in high-risk recipients. When deviations occurred, recent evidence supported current practices in some instances (shorter courses of preemptive therapy) but not in others (absence of strategies to prevent late CMV disease). Compared with practices in Canada before publication of the CDC guidelines, a higher proportion of programs used CDC-recommended surveillance tests and treatment for CMV infection. Current practices in Canada remain heterogeneous. Discrepancies between current practices and CDC guideline recommendations occurred in situations either in which practices had changed in response to recently published data or in which evidence supporting a recommendation was poor. These results suggest an urgent need for the development of well-designed clinical trials. Incorporation of recent data into updated guidelines may be appropriate.
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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 | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.005 | 0.017 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 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".