Anesthetic Management of a Patient With Dandy-Walker Syndrome for Orthopedic Surgery
Bibliographic record
Abstract
Dandy-Walker syndrome (DWS) is a very rare congenital malformation. Its characteristic features are cystic dilatation of the fourth ventricle, enlarged posterior cranial fossa with upward displacement of the tentorium, and lateral sinuses with agenesis or hypoplasia of the cerebellar vermis. DWS is also associated with abnormalities in the skeletal, cardiac, and genitourinary systems. In this report, we aimed to present a case of a patient with DWS who was scheduled for achilloplasty surgery. We encountered a difficult airway during the anesthesia induction. As direct laryngoscopy was not possible, we preferred laryngeal mask for the airway maintenance. J Med Cases. 2015;6(9):403-405 doi: http://dx.doi.org/10.14740/jmc2255e
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| 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".