Alberta Family Integrated Care™ and Standard Care: A Qualitative Study of Mothers’ Experiences of their Journeying to Home from the Neonatal Intensive Care Unit
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
Globally, one in ten infants is born preterm. Most preterm infants require care in a level II Neonatal Intensive Care Unit (NICU), which are highly technological critical care environments that can be overwhelming for parents. Alberta Family Integrated Care (AB-FICare™) is an approach to care that provides strategies to integrate parents into their infant’s care team. This sub-study is the first to compare mothers’ experiences in the context of AB-FICare™ and standard care. Semi-structured interviews with mothers from AB-FICare™ ( n = 14) and standard care ( n = 12) NICUs were analyzed using interpretive description informed by grounded theory methods. We identified a major theme of Journeying to Home with six categories: Recovering from Birth, Adapting to the NICU, Caring for Baby, Coping with Daily Disruption, Seeing Progress, and Supporting Parenting. Mothers in the AB-FICare™ group identified an enhancement to standard care related to building reciprocal trust with healthcare providers that accelerated Journeying to Home.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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