The evolution of family‐centered care: From supporting parent‐delivered interventions to a model of family integrated care
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
There is increasing recognition that parents play a critical role in promoting the health outcomes of low birthweight and preterm infants. Despite a large body of literature on interventions and models to support family engagement in infant care, parent involvement in the delivery of care for such infants is still restricted in many neonatal intensive care units (NICUs). In this article, we propose a taxonomy for classifying parent-focused NICU interventions and parent-partnered care models to aid researchers, clinical teams, and health systems to evaluate existing and future approaches to care. The proposed framework has three levels: interventions to support parents, parent-delivered interventions, and multidimensional models of NICU care that explicitly incorporate parents and partners in the care of their preterm or low birthweight infant. We briefly review the available evidence for interventions at each level and highlight the strong level of research evidence to support the parent-delivered intervention of skin-to-skin contact (also known as the Kangaroo Care position) and for the Kangaroo mother care and family integrated care models of NICU care. We suggest directions for future research and model implementation to improve and scale-up parent partnership in the care of NICU infants.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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