On becoming a father and being a man: a narrative exploration of the experience of masculinity in the transition to fatherhood
Bibliographic record
Abstract
Fatherhood is a gendered relationship between a male caregiver and a child. The change from non-father to father is a significant transition in men’s lives. Over the past fifty years in North America there appears to be increasing divergence between socially dominant masculinities and fatherhoods with men taking on more caregiving and domestic work. Using a qualitative narrative research methodology, I interviewed seven Canadian fathers about their experience of masculinity in their transition to first time fatherhood. Interviews were transcribed verbatim and individual narratives were generated. The narratives generated told the stories of fathers who spent more time engaged in direct caregiving and domestic labour than previous generations. They described divergence between hegemonic fatherhood roles and hegemonic masculinity as they transitioned to fatherhood. Fathers experienced a deepening of emotion in fatherhood incongruent with historical dominant masculinities. Overall, fathers found the experience of transitioning to fatherhood as meaningful and rewarding.
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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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.017 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.004 |
| 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".