A Perioperative Course of Gabapentin Does Not Produce a Clinically Meaningful Improvement in Analgesia After Cesarean Delivery
Bibliographic record
Abstract
( Anesthesiology. 2015;123:320–326) Gabapentin is an analgesic that has proven itself to be beneficial perioperatively for several surgeries, some of which, such as abdominal hysterectomy, are similar to cesarean delivery. There is also extensive information on this drug from its use as an anticonvulsant, in which it has been shown to be safe for use during pregnancy and breastfeeding. But while there have been studies evaluating its efficacy for pain management following cesarean delivery, studies evaluating use of a single preoperative dose for pain management following cesarean delivery have not produced definitive results. The authors of this trial sought to test the analgesic effect of gabapentin when given perioperatively for cesarean delivery.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".