New Insights into Extended Prophylaxis after Orthopaedic Surgery – the North American Fragmin Trial Experience
Bibliographic record
Abstract
It is well-known that peri-operative and post-operative venous thrombosis are common. Trials in Europe have shown that extended out-of-hospital prophylaxis with a low-molecular-weight heparin reduces the rate of deep vein thrombosis in patients undergoing elective hip surgery. North American investigators of limited-outcome descriptive studies, however, have suggested that out-of-hospital prophylaxis is not necessary. To resolve this uncertainty, NAFT (North American Fragmin Trial) was conducted, the results of which are summarized in this paper. The findings of NAFT support the favourable findings of the European studies on extended prophylaxis. Furthermore, European data have shown extended out-of-hospital prophylaxis to be cost-effective. On the basis of the aggregate data, it is felt that the A2 recommendation made by the Fifth American College of Chest Physicians consensus conference for extended prophylaxis should be changed to an A1 recommendation.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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 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".