Anticipating Parenthood: Women's and Men's Meanings, Expectations, and Idea(l)s in Canada
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
The study purpose was to explicate meanings, expectations, and contexts of parenting as women and men prepared to become parents for the first time. We used a prospective, qualitative study design informed by symbolic interactionist and critical feminist perspectives. In-depth interviews were conducted during pregnancy with 21 expectant mothers and 18 expectant fathers, including 18 couples reflecting socioeconomic and cultural diversity in a western Canadian city. We identified a main theme of life-altering and all-consuming responsibility that conveyed participants’ meanings of being a parent and included subthemes: shared or individual responsibility, status change, partial knowing, and reorienting. Participants initiated the reproduction of gendered sociocultural ideals of parenthood before the birth of their infant. Dominant social discourses and ideals shaped their meanings and expectations, ultimately constraining the alternatives they envisioned for themselves as they prepared to become parents.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 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 it