Women's Experience With Social Presence During Childbirth
Bibliographic record
Abstract
PURPOSE: To explore the meaning and significance women attach to family and friend presence during childbirth within a tertiary care birth unit. DESIGN AND METHODS: Qualitative descriptive study using interviews conducted with 16 women in the immediate postpartum period after vaginal birth. Interviews were analyzed using thematic analysis. RESULTS: Overall, women revealed that they greatly value companionship and social support in labor. The women's choice of who would be present was often related to who "knew them best." They chose to have individuals present not for the purpose of visiting but to provide support and share in the birth experience. The women believed that decisions regarding visitation in labor were theirs to make and as a result often didn't discuss their choices with healthcare professionals beforehand. CLINICAL IMPLICATIONS: The findings have implications for family-centered maternity care and visitation policy development. Nurses who work in the childbearing area should be aware of women's desires for supportive friends and relatives during the birthing process and work toward helping women achieve their goals for a supportive birth experience.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".