The Effect of Breastfeeding Education on Adolescent Beliefs and Attitudes: A Randomized School Intervention in the Canadian Ojibwa Community of Sagkeeng
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
Sagkeeng First Nation's adolescent breastfeeding educational session was evaluated using a randomized pretest-posttest control group design. The intervention group received the session first; the control group received the session following the posttest. A retention test to measure overall retained learning was given to all students 10 days later. Breastfeeding beliefs increased (mean +/- SD = 41.9 to 47.0, P = .0047) from pretest to posttest for intervention subjects but not for controls. There were no changes in bottle-feeding beliefs or breastfeeding attitudes. There was an increase in breastfeeding beliefs from pretest to retention test for all students (true treatment effect [TTE] = .85 standard deviation units [SDU], P = .004). Learning was gender specific, with females experiencing increases in breastfeeding beliefs (TTE = 1.12 SDU, P = .004), decreases in bottle-feeding beliefs (TTE = -.77 SDU, P = .04), and a trend to increased breastfeeding attitudes (TTE = .41 SDU, NS). Males showed small, inconsistent learning effects. Learning occurred in the areas of health, convenience, cost, and decreased embarrassment.
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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 | 0.005 | 0.001 |
| 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 it