Attitudes and Preferences of Young Women With Low and High Fear of Childbirth
Bibliographic record
Abstract
We examined constructions of labor and birth for 461 Canadian women who attended the University of British Columbia (Canada) and participated in an online survey about pregnancy and birth, using a combination of Likert items and open-ended questions. We performed a content analysis of women's open-ended responses about their feelings toward birth and analyzed comments of women with high and low fear of childbirth separately. Students with high fear of birth described childbirth as a frightening and painful ordeal and viewed obstetric interventions as a means to make labor and birth more manageable. Students with low fear constructed birth as a natural event and regarded interventions more critically. Students in both groups supported women's autonomous maternity care decisions. Our findings contribute to care providers' and educators' knowledge about preferences and fears expressed by the next generation of maternity care consumers and potential strategies to reduce their fear of childbirth.
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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 | 0.002 | 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".