Tracheostomy Conducted in a Freeman-Sheldon Syndrome Case
Bibliographic record
Abstract
The Freeman-Sheldon syndrome is an autosomal dominant disease and the main features are the changes in the face with external projection of the lips (whistling position), underdeveloped nasal cartilage, narrow nostrils, microstomia and microglossia, which explains the signs of respiratory distress and swallowing problems, promoting the indication for tracheostomy. This paper reports a case of tracheostomy in a newborn baby suffering from the Freeman-Sheldon syndrome, contributing with information that can help health professionals to improve the respiratory condition in such cases and to prevent future complications with invasive mechanical ventilation in the long -term basis, justifying the indication of tracheostomy in period similar to that carried out in children without neurologic diseases. J Neurol Res. 2013;3(6):179-180 doi: http://dx.doi.org/10.4021/jnr250w
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".