The Breastfeeding Team: The Role of Involved Fathers in the Breastfeeding Family
Bibliographic record
Abstract
Fathers influence mothers' breastfeeding decisions and experiences. Fathers' perceptions of their roles as members of the breastfeeding family are likely important components of that influence. To explore that possibility, 21 involved fathers of breastfeeding babies volunteered to be interviewed regarding their fathering breastfed babies and their roles in the breastfeeding family. Fathers identified their unique roles as team members ensuring that their babies received the benefits of breastfeeding. A primary fathering role was that of supporting breastfeeding by becoming breastfeeding savvy, by using their knowledge to encourage and assist mothers in breastfeeding, by valuing the breastfeeding mothers, and by sharing housework and child care. Fathers' nurturing roles involved fostering positive father-infant relationships in the face of limited opportunities to bond with their babies through feeding. The experiences of these fathers suggest the importance of assisting them to recognize their unique contributions to the nurture of their children as members of the breastfeeding team.
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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 | 0.003 | 0.008 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".