Feeding difficulties in children with esophageal atresia: treatment by a multidisciplinary team
Bibliographic record
Abstract
Esophageal atresia (EA) is one of the congenital neonatal anomalies whose immediate consequence for the newborn is the inability to feed. Most centers strive to minimize the effects of surgeries and subsequent postoperative complications such as esophageal strictures, respiratory problems, and gastrointestinal reflux on the child's ability or motivation to feed. Feeding difficulties in early infancy may not only interrupt maternal expectations of becoming providers of nutrition to their infants but may also influence the infant's development of sensory motor skills and parent-child relationships. Early involvement by a multidisciplinary team consisting of occupational therapist, nutritionist, and psychologist is an important addition to the surgical and medical team. The team assists in preparing mothers for feeding-related difficulties, providing anticipatory guidance to improve feeding abilities and relationships, especially for children with multiple surgical involvements and prolonged periods of non-oral feeding.
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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 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".