Regional Neonatal Oral Feeding Protocol
Bibliographic record
Abstract
The Calgary Health Region Neonatal Oral Feeding Protocol is the culminating work of a broad range of healthcare professionals, including staff nurses, nurse practitioners, nurse educators, nurse managers, dietitians, lactation consultants, clinical nurse specialists, and occupational therapists. The protocol represents a synthesis of research evidence and expert opinion pertaining to the introduction and management of oral milk feedings for high-risk infants in the neonatal intensive care unit. This evidence-based neonatal oral feeding protocol is presented to share knowledge and skill required to create positive feeding experiences while assisting high-risk infants to achieve full oral feedings. Goals of this project include promoting consistent neonatal nursing feeding practices and changing the ethos in relation to feeding interactions between caregiver and infant in the neonatal intensive care unit. This culture change will assist nurses to identify what is unique about their professional practice, which is of particular importance given the skill mix resulting from hospital understaffing and a growing nursing workforce shortage.
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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 | 0.022 | 0.037 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.132 | 0.037 |
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".