The Effect of Post Partum Breastfeeding Peer Support on Breastfeeding Success Outcomes
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
abstract: The health benefits of breastfeeding are well documented and exclusive breastfeeding for at least the first six months of life is the target of national and global health care organizations. Although initial breastfeeding is on the rise, the percentage of infants still breastfeeding at six months drops significantly. In the population of newly delivered mothers of an obstetric practice, there is no readily accessible breastfeeding support offered following hospital discharge. A review of relevant literature revealed that lack of support is often cited as a key factor in the discontinuation of breastfeeding, whereas the evidence shows that participation in peer support has a positive effect on breastfeeding self-efficacy, which can have a positive effect on breastfeeding duration. To address this problem, the initiation of a breastfeeding closed social network Facebook group for this practice setting population was developed and implemented to provide readily accessible peer support and have a positive effect on the outcome of breastfeeding self-efficacy. Three months after initiation of the Facebook group, an anonymous voluntary survey was offered to group members, and 25 members participated in the survey. Responses demonstrated that peer support is helpful with breastfeeding confidence and that, following participation in the group, the respondents wanted to continue breastfeeding.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.006 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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