The acquisition of parenting occupations in neonatal intensive care: A preliminary perspective
Bibliographic record
Abstract
BACKGROUND: The birth of a preterm infant represents a major crisis for parents that may impact their performance of parenting occupations. PURPOSE: The purpose of the study was to explore the experiences that enable parents to participate in occupations associated with the role of parenting in a neonatal intensive care unit (NICU). METHOD: A paradigmatic analysis of narratives was completed based on interviews conducted with six parents of preterm infants. FINDINGS: Six themes were identified: anticipating occupations versus reality, needing emotional resilience, working to reclaim the parental role, navigating the NICU occupation-environment transactions, building and maintaining relationships with staff, and revisioning the future. IMPLICATIONS: The use of an occupation-based approach moves parents' involvement in the NICU beyond basic caregiving occupations. It highlights the importance of providing opportunities for nurturing and caring for their infants in ways that are meaningful to their identity as a parent.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".