The safe use of epidural anesthesia after subcutaneous injection of low-dose heparin in general abdominal surgery.
Bibliographic record
Abstract
OBJECTIVE: To determine if epidural anesthesia after the subcutaneous injection of low-dose unfractionated heparin (LDUH) in patients who undergo elective bowel surgery is safe with respect to hemorrhagic complications. DESIGN: A prospective cohort study. SETTING: Two hospitals affiliated with the Université de Montréal. PATIENTS: Fifty patients scheduled for elective bowel surgery. INTERVENTION: Subcutaneous injection of 5000 units of LDUH and elective surgery for colonic carcinoma, chronic diverticulosis or inflammatory bowel disease. MAIN OUTCOME MEASURES: Activated partial thromboplastin time (APTT), anti-IIa and anti-Xa heparin levels measured before and 2 and 4 hours after injection of LDUH. RESULTS: In no case was the heparin anti-IIa or anti-Xa level higher than 0.20 U/mL, which is considered a significant detectable level of heparin. CONCLUSION: LDUH given subcutaneously is not associated with significant detectable heparin levels, so epidural anesthesia should be safe when performed 2 hours after LDUH injection in patients who undergo general abdominal surgery in the absence of any other impairment of hemostasis.
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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 | 0.006 |
| 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 | 0.000 | 0.000 |
| 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".