Discussion: Wide-Awake Surgical Management of Hand Fractures: Technical Pearls and Advanced Rehabilitation
Bibliographic record
Abstract
Saint John, New Brunswick, Canada From the Division of Plastic Surgery, Dalhousie University. Received for publication July 28, 2018; accepted August 27, 2018. Disclosure:Dr. Lalonde does not have a financial interest in any of the drugs, products, or devices mentioned in this Discussion or the article being discussed. Dr. Lalonde is the editor of the book Wide Awake Hand Surgery, which is referenced in the article. However, Dr Lalonde makes no money on the book. All of the revenue is forwarded to the American Association for Hand Surgery lean and green fund, which is dedicated to decreasing unnecessary costs and garbage production in hand surgery. Donald H. Lalonde, M.D., Dalhousie University, Suite C204, 600 Main Street, 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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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".