Breastfeeding Knowledge, Confidence, Beliefs, and Attitudes of Canadian Physicians
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
BACKGROUND: Physicians' attitudes and recommendations directly affect breastfeeding duration. Yet, studies in many nations have shown that physicians lack the skills to offer proper guidance to breastfeeding mothers. OBJECTIVE: This study aims to assess breastfeeding knowledge, confidence, beliefs, and attitudes of Canadian physicians. METHODS: A breastfeeding questionnaire was developed and piloted prior to study enrollment. These questionnaires were sent to 1429 pediatricians (PED), 1329 family physicians (FP), and final-year pediatric and final-year family medicine residents (PR and FMR). RESULTS: The analysis included 397 PED, 322 FP, 17 PR, and 44 FMR who completed the questionnaire. Mean overall correct knowledge score was 67.8% for PED, 64.3% for FP, 72.7% for PR, and 66.8% for FMR. Two hundred eighty-five PED (74.2%), 228 FP (73.1%), 7 PR (41.2%), and 21 FMR (53.8%) felt confident with their breastfeeding counseling skills. Less than half (49.6% of PED and 45.4% of FP) believed that evaluating breastfeeding was a primary care physician's responsibility, and few PED or FP (5.1% and 11.3%) routinely observed breastfeeding in mother-infant pairs. CONCLUSION: Several areas of potential deficits were identified in Canadian physicians' breastfeeding knowledge. Physicians would benefit from greater education and support, to optimize care of infants and their mothers.
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) | 0.000 | 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