The Psychosocial and Emotional Experience of Breastfeeding
Bibliographic record
Abstract
Breastfeeding is acknowledged as optimal infant nutrition, yet despite high initiation rates, early cessation remains common. To understand why, we asked mothers in Western Canada how they felt about their breastfeeding experience. A total of 191 women (response rate 35%) responded to a survey distributed by public health nurses. While many women felt positive about their overall breastfeeding experience, others shared mixed or negative emotions. Several themes were evident: (a) Most women reported a variety of positive aspects beyond the health benefits, (b) lactation difficulties were commonly reported, and (c) diversity among the reflections highlights the uniqueness of each breastfeeding journey. The findings reaffirm the need for breastfeeding programs to holistically promote the range of positive aspects while providing realistic information on common challenges and strategies to overcome these. Mothers require individualized support that assesses psychosocial and emotional needs and offers encouragement, reassurance, and acknowledgment of the range of experiences.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".