Cervical instability in patients with Trisomy 21: The eternal gamble
Bibliographic record
Abstract
Patients with Trisomy 21 are particularly at risk of cervical instability due to ligamentous laxity and osseous abnormalities. Up to 30% of Trisomy 21 patients are affected by atlanto-axial or atlanto-occipital instability, but only 1%-2% of cases are symptomatic. The radiologic assessment of cervical instability is not unanimously considered mandatory. The dynamic cervical spine radiograph is the most common screening tool for ruling out cervical spine instability in patients with Trisomy 21, and it is often requested before surgery. Several measurements have been investigated to assess the presence and degree of cervical instability; however, no conclusive recommendations have been forthcoming. In daily practice, many anesthesiologists may provide anesthesia via such means as laryngoscopy and tracheal intubation during surgery, without any radiological investigations before surgery. This review focuses on the diagnostic and prognostic measures available to evaluate the presence and degree of cervical instability in patients with Trisomy 21 and to propose practical recommendations to be applied in clinical practice.
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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 | 0.000 |
| 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 | 0.001 |
| 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".