Carbetocin Versus Oxytocin Following Vaginal and Cesarean Delivery: A Before-After Study
Bibliographic record
Abstract
( Can J Anaesth . 2022;69:97–105) Postpartum hemorrhage increases mortality, morbidity, potential blood transfusion, and length of hospital stay. Usually oxytocin, an effective agent with a short half-life and various possible side effects, is most used to treat postpartum hemorrhage. Carbetocin, though an unpopular method of treatment, has a longer half-life. Because of the shortage of oxytocin in Canada between the months of October and November in 2019, all stakeholders began to use carbetocin. This study researched the difference between carbetocin and oxytocin, especially regarding additional uterotonic medication administration, incidence of postpartum hemorrhage, and blood transfusion rates in a pragmatic before-after study.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".