The challenge of providing family-centred care during air transport: An example of reflection on action in nursing practice
Bibliographic record
Abstract
This article explores reflection with regard to the nursing practice of a transport nurse in caring for ill newborn patients and their family. It examines the issue of reflective nursing practice, institutional obstacles, and angst in promoting the model of family-centred care, as it applies to newborn infants being transported for tertiary care to a hospital some distance away from the family's home community. Reflective practice is explored as an epistemological link between practice and research, locating one nurse's clinical experience in reflection and subsequent action, through clarification of thought-provoking issues and generation of research questions.
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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 | 0.044 | 0.072 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.014 | 0.046 |
| Scholarly communication | 0.012 | 0.012 |
| Open science | 0.004 | 0.013 |
| Research integrity | 0.013 | 0.012 |
| Insufficient payload (model declined to judge) | 0.002 | 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".