Fathers’ perceptions of the barriers and facilitators to their involvement with their newborn hospitalised in the neonatal intensive care unit
Bibliographic record
Abstract
AIMS AND OBJECTIVES: To explore what fathers perceive to be facilitators or barriers to their involvement with their infants. BACKGROUND: Fathers make unique and important contributions to the development of their infants. Fathers of infants in the neonatal intensive care unit often feel that they have a limited role to play in their infant's care, and surveys suggest that they are not typically involved in infant caregiving. Paradoxically, qualitative studies have found that fathers do want to be involved, and their lack of involvement is an important source of stress. DESIGN: Qualitative descriptive. METHODS: Eighteen fathers of infants, in the neonatal intensive care unit for at least one week, were interviewed and asked to describe what they perceived to be the barriers and facilitators to their involvement. Interviews were audio taped and transcribed, and the data was content analysed. RESULTS: Three major categories of barriers/facilitators were identified: (1) infant factors (size and health status, twin birth and infant feedback), (2) interpersonal factors (the rewards of and attitudes and beliefs regarding fatherhood; family management; previous experiences) and (3) neonatal intensive care unit environmental factors (physical and social). These factors could often be a barrier or facilitator to involvement depending on the context. CONCLUSIONS: This study provides insights into what factors influence involvement, and how nursing staff can support involvement and best meet fathers' needs. RELEVANCE TO CLINICAL PRACTICE: Nurses should explore the forms of involvement that a father desires, as well as the demands on their time, and determine what might be done to promote involvement. Fathers should be assisted to maximise the time that they do have with the infant. Nurses must provide clear and consistent information about whether and when caregiving is advisable, and they can explain and demonstrate how fathers can care for their infant.
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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 | 0.006 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".