The Ex Utero Intrapartum Treatment (EXIT) Procedure for Fetal Head and Neck Masses
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT A congenital head or neck mass increases the risk of airway obstruction and imminent respiratory failure at birth. The ex utero intrapartum treatment (EXIT) procedure is an option to secure the infant's airway in some clinical situations when an antenatal diagnosis of a head or neck mass or potential airway obstruction has been established. This article discusses an EXIT procedure performed on a maternal patient whose 38‐week gestational age fetus was diagnosed with a lymphatic malformation. Planning and coordination between surgical teams at two clinical sites allowed the multidisciplinary teams to achieve a safe, successful outcome for the mother and child. AORN J 90 (November 2009) 661–672. © AORN, Inc, 2009.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it