Dilemes and difficulties in CHAOS (high congenital obstruction sindrome of respiratory paths) – clinical case
Bibliographic record
Abstract
Sindromul de obstrucie congenital a cilor respiratorii superioare (CHAOS) este un sindrom rar, caracterizat prin leziuni malformative (diafragme, stenoze sau atrezii) ale laringelui i traheei asociate sau nu cu afeciuni ale altor viscere. Decelarea sindromului se efectueaz prin examen ecografic i RMN nc din primul trimestru de via intrauterin. Incidena nu poate fi precizat, muli dintre fetui decednd in utero sau la natere. Autorii pun n discuie opiunea abordrii interveniei fetoscopice versus expectaiunea cu traheotomia la natere n cazul unui ft cu CHAOS necomplicat cu alte malformaii.
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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 | 0.004 | 0.024 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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".