Palatal Development and Orofacial Function: Possible Effects of Preterm Care
Bibliographic record
Abstract
Understanding of the impact of disordered palatal and orofacial development on preterm neonatal survivors is increasing. Optimal clinical assessment and management requires neonatologists to have a sound knowledge of: normal palatal development; potential causes for disordered development, including iatrogenic causes; factors to assess on newborn examination; and optimal multidisciplinary follow-up for feeding, orthodontic, and speech-language development. Key findings quantify harmful effects of intubation on palatal shape, tooth eruption/morphology, and speech; further studies are required to delineate the effect on swallowing. The evidence base is discussed for preterm care and palatal and orofacial development in preterm and low-birthweight infants. Current knowledge is limited by lack of uniformity of definition and measurement tools. Guidance is summarized for practical management and follow-up of preterm and low-birthweight infants requiring intubation.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".