Factors Influencing Full Breastfeeding in a Southwestern Ontario Community: Assessments at 1 Week and at 6 Months Postpartum
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
Factors associated with full breastfeeding (FBF) at 1 week and at 6 months postpartum were examined in a cohort of 856 mother-infant dyads. Questionnaires were mailed at 4 time points over the first 6 months postpartum. At 1 week, 68% of infants were FBF; at 6 months, 23% were FBF. Factors significantly associated with FBF at 1 week were hospital of delivery, residing with a smoker, maternal shiftwork during pregnancy, and having no prior breast-feeding experience. Cox proportional hazards regression analysis showed that residing with a smoker, having consumed caffeine during pregnancy, reporting elevated maternal trait anxiety at 1 week postpartum, having been employed full-time outside the home prior to delivery, and having received anesthesia/analgesia during labor/delivery were associated with earlier cessation of FBF, whereas not having previous breastfeeding experience predicted its continuation. Although most mothers are breastfeeding early on, a number of factors adversely affect its successful continuation.
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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 | 0.000 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| 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