Discussion: Postoperative Nausea and Vomiting with Plastic Surgery: A Practical Advisory to Etiology, Impact, and Treatment
Bibliographic record
Abstract
Saint John, New Brunswick, Canada From the Division of Plastic Surgery, Dalhousie University. Received for publication July 20, 2017; accepted July 26, 2017. Disclosure:The author does not have a financial interest to declare in relation to the content of this Discussion. It should be noted that Dr. Lalonde is the Editor of the book Wide Awake Hand Surgery (Thieme New York 2016), but receives no income on book sales. All profits go directly to the lean and green effort of the AAHS, which is dedicated to reducing unnecessary garbage and cost in hand surgery. Donald H. Lalonde, M.D., M.Sc., Division of Plastic Surgery, Dalhousie University, 600 Main Street, Suite C204, Saint John, New Brunswick E2K 1J5 Canada, [email protected]
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".